Dataset statistics
| Number of variables | 51 |
|---|---|
| Number of observations | 49701 |
| Missing cells | 849259 |
| Missing cells (%) | 33.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 51.7 MiB |
| Average record size in memory | 1.1 KiB |
Variable types
| Numeric | 32 |
|---|---|
| Categorical | 15 |
| Text | 2 |
| DateTime | 2 |
application_type has constant value "INDIVIDUAL" | Constant |
addr_state is highly overall correlated with lat and 3 other fields | High correlation |
age_of_credit is highly overall correlated with open_il_12m | High correlation |
all_util is highly overall correlated with collections_12_mths_ex_med and 6 other fields | High correlation |
annual_inc is highly overall correlated with il_util and 4 other fields | High correlation |
collections_12_mths_ex_med is highly overall correlated with all_util and 13 other fields | High correlation |
delinq_2yrs is highly overall correlated with mths_since_last_delinq and 1 other fields | High correlation |
dti is highly overall correlated with all_util and 2 other fields | High correlation |
grade is highly overall correlated with open_il_12m and 1 other fields | High correlation |
il_util is highly overall correlated with all_util and 7 other fields | High correlation |
initial_list_status is highly overall correlated with open_il_24m | High correlation |
inq_fi is highly overall correlated with collections_12_mths_ex_med and 5 other fields | High correlation |
inq_last_12m is highly overall correlated with collections_12_mths_ex_med and 5 other fields | High correlation |
inq_last_6mths is highly overall correlated with inq_last_12m and 1 other fields | High correlation |
last_pymnt_amnt is highly overall correlated with loan_amnt | High correlation |
lat is highly overall correlated with addr_state and 1 other fields | High correlation |
lng is highly overall correlated with addr_state | High correlation |
loan_amnt is highly overall correlated with last_pymnt_amnt | High correlation |
loan_status is highly overall correlated with all_util and 13 other fields | High correlation |
max_bal_bc is highly overall correlated with collections_12_mths_ex_med and 3 other fields | High correlation |
mths_since_last_delinq is highly overall correlated with delinq_2yrs and 2 other fields | High correlation |
mths_since_last_major_derog is highly overall correlated with all_util and 3 other fields | High correlation |
mths_since_last_record is highly overall correlated with all_util and 12 other fields | High correlation |
mths_since_rcnt_il is highly overall correlated with collections_12_mths_ex_med and 1 other fields | High correlation |
open_acc is highly overall correlated with open_rv_12m and 2 other fields | High correlation |
open_acc_6m is highly overall correlated with annual_inc and 8 other fields | High correlation |
open_il_12m is highly overall correlated with age_of_credit and 15 other fields | High correlation |
open_il_24m is highly overall correlated with annual_inc and 9 other fields | High correlation |
open_il_6m is highly overall correlated with addr_state and 5 other fields | High correlation |
open_rv_12m is highly overall correlated with collections_12_mths_ex_med and 5 other fields | High correlation |
open_rv_24m is highly overall correlated with collections_12_mths_ex_med and 6 other fields | High correlation |
pub_rec is highly overall correlated with open_acc_6m and 2 other fields | High correlation |
revol_bal is highly overall correlated with max_bal_bc and 4 other fields | High correlation |
revol_util is highly overall correlated with all_util | High correlation |
sub_grade is highly overall correlated with grade | High correlation |
term is highly overall correlated with inq_last_12m and 1 other fields | High correlation |
tot_coll_amt is highly overall correlated with il_util and 3 other fields | High correlation |
tot_cur_bal is highly overall correlated with annual_inc | High correlation |
total_acc is highly overall correlated with open_acc and 1 other fields | High correlation |
total_bal_il is highly overall correlated with collections_12_mths_ex_med and 4 other fields | High correlation |
total_cu_tl is highly overall correlated with collections_12_mths_ex_med and 4 other fields | High correlation |
total_rev_hi_lim is highly overall correlated with inq_fi and 1 other fields | High correlation |
zip_code is highly overall correlated with addr_state and 1 other fields | High correlation |
collections_12_mths_ex_med is highly imbalanced (97.2%) | Imbalance |
emp_title has 2751 (5.5%) missing values | Missing |
emp_length has 1888 (3.8%) missing values | Missing |
mths_since_last_delinq has 27534 (55.4%) missing values | Missing |
mths_since_last_major_derog has 39904 (80.3%) missing values | Missing |
mths_since_last_record has 43583 (87.7%) missing values | Missing |
open_acc_6m has 49681 (> 99.9%) missing values | Missing |
open_il_6m has 49681 (> 99.9%) missing values | Missing |
open_il_12m has 49681 (> 99.9%) missing values | Missing |
open_il_24m has 49681 (> 99.9%) missing values | Missing |
mths_since_rcnt_il has 49681 (> 99.9%) missing values | Missing |
total_bal_il has 49681 (> 99.9%) missing values | Missing |
il_util has 49682 (> 99.9%) missing values | Missing |
open_rv_12m has 49681 (> 99.9%) missing values | Missing |
open_rv_24m has 49681 (> 99.9%) missing values | Missing |
max_bal_bc has 49681 (> 99.9%) missing values | Missing |
all_util has 49681 (> 99.9%) missing values | Missing |
total_rev_hi_lim has 12670 (25.5%) missing values | Missing |
inq_fi has 49681 (> 99.9%) missing values | Missing |
total_cu_tl has 49681 (> 99.9%) missing values | Missing |
inq_last_12m has 49681 (> 99.9%) missing values | Missing |
tot_coll_amt has 12670 (25.5%) missing values | Missing |
tot_cur_bal has 12670 (25.5%) missing values | Missing |
annual_inc is highly skewed (γ1 = 20.63160709) | Skewed |
pub_rec has 43766 (88.1%) zeros | Zeros |
delinq_2yrs has 41868 (84.2%) zeros | Zeros |
inq_last_6mths has 23882 (48.1%) zeros | Zeros |
tot_coll_amt has 32683 (65.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-10-17 20:32:14.366029 |
|---|---|
| Analysis finished | 2024-10-17 20:33:17.126890 |
| Duration | 1 minute and 2.76 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
loan_amnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1164 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13651.24 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3000 |
| Q1 | 7425 |
| median | 12000 |
| Q3 | 18650 |
| 95-th percentile | 30000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 11225 |
Descriptive statistics
| Standard deviation | 8175.9854 |
|---|---|
| Coefficient of variation (CV) | 0.59891886 |
| Kurtosis | 0.078251147 |
| Mean | 13651.24 |
| Median Absolute Deviation (MAD) | 5400 |
| Skewness | 0.82121628 |
| Sum | 6.784803 × 108 |
| Variance | 66846737 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 3488 | 7.0% |
| 12000 | 2719 | 5.5% |
| 15000 | 2358 | 4.7% |
| 20000 | 2200 | 4.4% |
| 8000 | 1725 | 3.5% |
| 35000 | 1650 | 3.3% |
| 6000 | 1598 | 3.2% |
| 5000 | 1522 | 3.1% |
| 16000 | 1247 | 2.5% |
| 18000 | 1135 | 2.3% |
| Other values (1154) | 30059 |
| Value | Count | Frequency (%) |
| 500 | 3 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 1 | < 0.1% |
| 1000 | 194 | |
| 1025 | 1 | < 0.1% |
| 1100 | 4 | < 0.1% |
| 1125 | 3 | < 0.1% |
| 1150 | 1 | < 0.1% |
| 1200 | 103 |
| Value | Count | Frequency (%) |
| 35000 | 1650 | |
| 34975 | 3 | < 0.1% |
| 34950 | 1 | < 0.1% |
| 34900 | 1 | < 0.1% |
| 34875 | 1 | < 0.1% |
| 34850 | 1 | < 0.1% |
| 34800 | 2 | < 0.1% |
| 34750 | 3 | < 0.1% |
| 34700 | 1 | < 0.1% |
| 34675 | 1 | < 0.1% |
term
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 MiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 497010 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 38937 | |
| 60 months | 10764 | 21.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| months | 49701 | |
| 36 | 38937 | |
| 60 | 10764 | 10.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 99402 | ||
| 6 | 49701 | |
| t | 49701 | |
| m | 49701 | |
| o | 49701 | |
| n | 49701 | |
| s | 49701 | |
| h | 49701 | |
| 3 | 38937 | 7.8% |
| 0 | 10764 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 497010 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 99402 | ||
| 6 | 49701 | |
| t | 49701 | |
| m | 49701 | |
| o | 49701 | |
| n | 49701 | |
| s | 49701 | |
| h | 49701 | |
| 3 | 38937 | 7.8% |
| 0 | 10764 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 497010 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 99402 | ||
| 6 | 49701 | |
| t | 49701 | |
| m | 49701 | |
| o | 49701 | |
| n | 49701 | |
| s | 49701 | |
| h | 49701 | |
| 3 | 38937 | 7.8% |
| 0 | 10764 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 497010 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 99402 | ||
| 6 | 49701 | |
| t | 49701 | |
| m | 49701 | |
| o | 49701 | |
| n | 49701 | |
| s | 49701 | |
| h | 49701 | |
| 3 | 38937 | 7.8% |
| 0 | 10764 | 2.2% |
grade
Categorical
HIGH CORRELATION 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 49701 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | B |
| 4th row | B |
| 5th row | B |
Common Values
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 7.6% |
| F | 1534 | 3.1% |
| G | 406 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| b | 15054 | |
| c | 12809 | |
| a | 8117 | |
| d | 8020 | |
| e | 3761 | 7.6% |
| f | 1534 | 3.1% |
| g | 406 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 7.6% |
| F | 1534 | 3.1% |
| G | 406 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49701 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 7.6% |
| F | 1534 | 3.1% |
| G | 406 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49701 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 7.6% |
| F | 1534 | 3.1% |
| G | 406 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49701 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 7.6% |
| F | 1534 | 3.1% |
| G | 406 | 0.8% |
sub_grade
Categorical
HIGH CORRELATION 
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| B3 | |
|---|---|
| B4 | 3414 |
| C1 | 2930 |
| B2 | 2814 |
| C2 | 2811 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 99402 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C5 |
|---|---|
| 2nd row | C1 |
| 3rd row | B5 |
| 4th row | B1 |
| 5th row | B2 |
Common Values
| Value | Count | Frequency (%) |
| B3 | 3559 | 7.2% |
| B4 | 3414 | 6.9% |
| C1 | 2930 | 5.9% |
| B2 | 2814 | 5.7% |
| C2 | 2811 | 5.7% |
| B5 | 2804 | 5.6% |
| C3 | 2525 | 5.1% |
| B1 | 2463 | 5.0% |
| C4 | 2370 | 4.8% |
| A5 | 2289 | 4.6% |
| Other values (25) | 21722 |
Length
| Value | Count | Frequency (%) |
| b3 | 3559 | 7.2% |
| b4 | 3414 | 6.9% |
| c1 | 2930 | 5.9% |
| b2 | 2814 | 5.7% |
| c2 | 2811 | 5.7% |
| b5 | 2804 | 5.6% |
| c3 | 2525 | 5.1% |
| b1 | 2463 | 5.0% |
| c4 | 2370 | 4.8% |
| a5 | 2289 | 4.6% |
| Other values (25) | 21722 |
Most occurring characters
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| 4 | 10368 | |
| 3 | 10234 | |
| 1 | 9983 | |
| 2 | 9946 | |
| 5 | 9170 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 3.8% |
| Other values (2) | 1940 | 2.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 99402 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| 4 | 10368 | |
| 3 | 10234 | |
| 1 | 9983 | |
| 2 | 9946 | |
| 5 | 9170 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 3.8% |
| Other values (2) | 1940 | 2.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 99402 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| 4 | 10368 | |
| 3 | 10234 | |
| 1 | 9983 | |
| 2 | 9946 | |
| 5 | 9170 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 3.8% |
| Other values (2) | 1940 | 2.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 99402 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| B | 15054 | |
| C | 12809 | |
| 4 | 10368 | |
| 3 | 10234 | |
| 1 | 9983 | |
| 2 | 9946 | |
| 5 | 9170 | |
| A | 8117 | |
| D | 8020 | |
| E | 3761 | 3.8% |
| Other values (2) | 1940 | 2.0% |
emp_title
Text
MISSING 
| Distinct | 30714 |
|---|---|
| Distinct (%) | 65.4% |
| Missing | 2751 |
| Missing (%) | 5.5% |
| Memory size | 3.0 MiB |
Length
| Max length | 78 |
|---|---|
| Median length | 44 |
| Mean length | 17.236635 |
| Min length | 1 |
Characters and Unicode
| Total characters | 809260 |
|---|---|
| Distinct characters | 89 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 26458 ? |
|---|---|
| Unique (%) | 56.4% |
Sample
| 1st row | AIR RESOURCES BOARD |
|---|---|
| 2nd row | UCLA |
| 3rd row | Target |
| 4th row | SFMTA |
| 5th row | Internal revenue Service |
| Value | Count | Frequency (%) |
| manager | 3511 | 3.1% |
| of | 2607 | 2.3% |
| inc | 2115 | 1.9% |
| 1037 | 0.9% | |
| sales | 851 | 0.8% |
| service | 826 | 0.7% |
| assistant | 776 | 0.7% |
| director | 772 | 0.7% |
| school | 767 | 0.7% |
| engineer | 712 | 0.6% |
| Other values (16167) | 99193 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 74239 | 9.2% |
| 68084 | 8.4% | |
| a | 57381 | 7.1% |
| r | 56722 | 7.0% |
| i | 52406 | 6.5% |
| n | 52165 | 6.4% |
| t | 47688 | 5.9% |
| o | 45243 | 5.6% |
| s | 37295 | 4.6% |
| c | 30684 | 3.8% |
| Other values (79) | 287353 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 809260 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 74239 | 9.2% |
| 68084 | 8.4% | |
| a | 57381 | 7.1% |
| r | 56722 | 7.0% |
| i | 52406 | 6.5% |
| n | 52165 | 6.4% |
| t | 47688 | 5.9% |
| o | 45243 | 5.6% |
| s | 37295 | 4.6% |
| c | 30684 | 3.8% |
| Other values (79) | 287353 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 809260 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 74239 | 9.2% |
| 68084 | 8.4% | |
| a | 57381 | 7.1% |
| r | 56722 | 7.0% |
| i | 52406 | 6.5% |
| n | 52165 | 6.4% |
| t | 47688 | 5.9% |
| o | 45243 | 5.6% |
| s | 37295 | 4.6% |
| c | 30684 | 3.8% |
| Other values (79) | 287353 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 809260 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 74239 | 9.2% |
| 68084 | 8.4% | |
| a | 57381 | 7.1% |
| r | 56722 | 7.0% |
| i | 52406 | 6.5% |
| n | 52165 | 6.4% |
| t | 47688 | 5.9% |
| o | 45243 | 5.6% |
| s | 37295 | 4.6% |
| c | 30684 | 3.8% |
| Other values (79) | 287353 |
emp_length
Categorical
MISSING 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1888 |
| Missing (%) | 3.8% |
| Memory size | 2.7 MiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 5 years | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.6454939 |
| Min length | 6 |
Characters and Unicode
| Total characters | 365554 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | 10+ years |
| 3rd row | 10+ years |
| 4th row | 3 years |
| 5th row | 3 years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 15069 | |
| 2 years | 4513 | 9.1% |
| < 1 year | 4001 | 8.1% |
| 3 years | 3883 | 7.8% |
| 5 years | 3573 | 7.2% |
| 1 year | 3276 | 6.6% |
| 4 years | 3251 | 6.5% |
| 6 years | 3058 | 6.2% |
| 7 years | 2882 | 5.8% |
| 8 years | 2351 | 4.7% |
Length
| Value | Count | Frequency (%) |
| years | 40536 | |
| 10 | 15069 | 15.1% |
| 1 | 7277 | 7.3% |
| year | 7277 | 7.3% |
| 2 | 4513 | 4.5% |
| 4001 | 4.0% | |
| 3 | 3883 | 3.9% |
| 5 | 3573 | 3.6% |
| 4 | 3251 | 3.3% |
| 6 | 3058 | 3.1% |
| Other values (3) | 7189 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 51814 | ||
| y | 47813 | |
| r | 47813 | |
| a | 47813 | |
| e | 47813 | |
| s | 40536 | |
| 1 | 22346 | |
| 0 | 15069 | 4.1% |
| + | 15069 | 4.1% |
| 2 | 4513 | 1.2% |
| Other values (8) | 24955 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 365554 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 51814 | ||
| y | 47813 | |
| r | 47813 | |
| a | 47813 | |
| e | 47813 | |
| s | 40536 | |
| 1 | 22346 | |
| 0 | 15069 | 4.1% |
| + | 15069 | 4.1% |
| 2 | 4513 | 1.2% |
| Other values (8) | 24955 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 365554 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 51814 | ||
| y | 47813 | |
| r | 47813 | |
| a | 47813 | |
| e | 47813 | |
| s | 40536 | |
| 1 | 22346 | |
| 0 | 15069 | 4.1% |
| + | 15069 | 4.1% |
| 2 | 4513 | 1.2% |
| Other values (8) | 24955 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 365554 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 51814 | ||
| y | 47813 | |
| r | 47813 | |
| a | 47813 | |
| e | 47813 | |
| s | 40536 | |
| 1 | 22346 | |
| 0 | 15069 | 4.1% |
| + | 15069 | 4.1% |
| 2 | 4513 | 1.2% |
| Other values (8) | 24955 |
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| OTHER | 39 |
| NONE | 8 |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.8699423 |
| Min length | 3 |
Characters and Unicode
| Total characters | 291742 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | OWN |
| 4th row | RENT |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 24192 | |
| RENT | 21593 | |
| OWN | 3868 | 7.8% |
| OTHER | 39 | 0.1% |
| NONE | 8 | < 0.1% |
| ANY | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mortgage | 24192 | |
| rent | 21593 | |
| own | 3868 | 7.8% |
| other | 39 | 0.1% |
| none | 8 | < 0.1% |
| any | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 48384 | |
| E | 45832 | |
| R | 45824 | |
| T | 45824 | |
| O | 28107 | |
| N | 25478 | |
| A | 24193 | |
| M | 24192 | |
| W | 3868 | 1.3% |
| H | 39 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 291742 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| G | 48384 | |
| E | 45832 | |
| R | 45824 | |
| T | 45824 | |
| O | 28107 | |
| N | 25478 | |
| A | 24193 | |
| M | 24192 | |
| W | 3868 | 1.3% |
| H | 39 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 291742 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| G | 48384 | |
| E | 45832 | |
| R | 45824 | |
| T | 45824 | |
| O | 28107 | |
| N | 25478 | |
| A | 24193 | |
| M | 24192 | |
| W | 3868 | 1.3% |
| H | 39 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 291742 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| G | 48384 | |
| E | 45832 | |
| R | 45824 | |
| T | 45824 | |
| O | 28107 | |
| N | 25478 | |
| A | 24193 | |
| M | 24192 | |
| W | 3868 | 1.3% |
| H | 39 | < 0.1% |
annual_inc
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 5476 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73827.646 |
| Minimum | 2000 |
|---|---|
| Maximum | 4900000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 45000 |
| median | 65000 |
| Q3 | 90000 |
| 95-th percentile | 150000 |
| Maximum | 4900000 |
| Range | 4898000 |
| Interquartile range (IQR) | 45000 |
Descriptive statistics
| Standard deviation | 52515.798 |
|---|---|
| Coefficient of variation (CV) | 0.71132971 |
| Kurtosis | 1532.6127 |
| Mean | 73827.646 |
| Median Absolute Deviation (MAD) | 20230 |
| Skewness | 20.631607 |
| Sum | 3.6693078 × 109 |
| Variance | 2.757909 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 1954 | 3.9% |
| 50000 | 1631 | 3.3% |
| 65000 | 1345 | 2.7% |
| 70000 | 1305 | 2.6% |
| 40000 | 1273 | 2.6% |
| 80000 | 1249 | 2.5% |
| 75000 | 1218 | 2.5% |
| 45000 | 1187 | 2.4% |
| 55000 | 1046 | 2.1% |
| 90000 | 963 | 1.9% |
| Other values (5466) | 36530 |
| Value | Count | Frequency (%) |
| 2000 | 1 | |
| 4080 | 1 | |
| 4800 | 2 | |
| 5000 | 1 | |
| 6000 | 2 | |
| 7000 | 2 | |
| 7200 | 1 | |
| 7280 | 1 | |
| 7800 | 2 | |
| 7904.04 | 1 |
| Value | Count | Frequency (%) |
| 4900000 | 1 | |
| 1900000 | 2 | |
| 1440000 | 1 | |
| 1362000 | 1 | |
| 1000000 | 2 | |
| 950000 | 1 | |
| 948000 | 1 | |
| 900000 | 1 | |
| 850000 | 1 | |
| 800000 | 1 |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| Verified | |
|---|---|
| Not Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 11.380173 |
| Min length | 8 |
Characters and Unicode
| Total characters | 565606 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Source Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Verified | 18569 | |
| Not Verified | 16642 | |
| Source Verified | 14490 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| verified | 49701 | |
| not | 16642 | 20.6% |
| source | 14490 | 17.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 113892 | |
| i | 99402 | |
| r | 64191 | |
| V | 49701 | |
| f | 49701 | |
| d | 49701 | |
| o | 31132 | 5.5% |
| 31132 | 5.5% | |
| N | 16642 | 2.9% |
| t | 16642 | 2.9% |
| Other values (3) | 43470 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 565606 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 113892 | |
| i | 99402 | |
| r | 64191 | |
| V | 49701 | |
| f | 49701 | |
| d | 49701 | |
| o | 31132 | 5.5% |
| 31132 | 5.5% | |
| N | 16642 | 2.9% |
| t | 16642 | 2.9% |
| Other values (3) | 43470 | 7.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 565606 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 113892 | |
| i | 99402 | |
| r | 64191 | |
| V | 49701 | |
| f | 49701 | |
| d | 49701 | |
| o | 31132 | 5.5% |
| 31132 | 5.5% | |
| N | 16642 | 2.9% |
| t | 16642 | 2.9% |
| Other values (3) | 43470 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 565606 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 113892 | |
| i | 99402 | |
| r | 64191 | |
| V | 49701 | |
| f | 49701 | |
| d | 49701 | |
| o | 31132 | 5.5% |
| 31132 | 5.5% | |
| N | 16642 | 2.9% |
| t | 16642 | 2.9% |
| Other values (3) | 43470 | 7.7% |
issue_d
Date
| Distinct | 103 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 388.4 KiB |
| Minimum | 2007-06-01 00:00:00 |
|---|---|
| Maximum | 2015-12-01 00:00:00 |
loan_status
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.9 MiB |
| non defaulter | |
|---|---|
| defaulter |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 12.293455 |
| Min length | 9 |
Characters and Unicode
| Total characters | 610997 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | non defaulter |
|---|---|
| 2nd row | non defaulter |
| 3rd row | non defaulter |
| 4th row | non defaulter |
| 5th row | defaulter |
Common Values
| Value | Count | Frequency (%) |
| non defaulter | 40922 | |
| defaulter | 8779 | 17.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| defaulter | 49701 | |
| non | 40922 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 99402 | |
| n | 81844 | |
| d | 49701 | |
| u | 49701 | |
| l | 49701 | |
| f | 49701 | |
| a | 49701 | |
| t | 49701 | |
| r | 49701 | |
| 40922 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 610997 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 99402 | |
| n | 81844 | |
| d | 49701 | |
| u | 49701 | |
| l | 49701 | |
| f | 49701 | |
| a | 49701 | |
| t | 49701 | |
| r | 49701 | |
| 40922 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 610997 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 99402 | |
| n | 81844 | |
| d | 49701 | |
| u | 49701 | |
| l | 49701 | |
| f | 49701 | |
| a | 49701 | |
| t | 49701 | |
| r | 49701 | |
| 40922 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 610997 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 99402 | |
| n | 81844 | |
| d | 49701 | |
| u | 49701 | |
| l | 49701 | |
| f | 49701 | |
| a | 49701 | |
| t | 49701 | |
| r | 49701 | |
| 40922 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.0 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| other | 2840 |
| home_improvement | 2815 |
| major_purchase | 1183 |
| Other values (9) |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 14.914529 |
| Min length | 3 |
Characters and Unicode
| Total characters | 741267 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | small_business |
|---|---|
| 2nd row | other |
| 3rd row | debt_consolidation |
| 4th row | credit_card |
| 5th row | other |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 29251 | |
| credit_card | 9889 | 19.9% |
| other | 2840 | 5.7% |
| home_improvement | 2815 | 5.7% |
| major_purchase | 1183 | 2.4% |
| small_business | 970 | 2.0% |
| car | 729 | 1.5% |
| medical | 592 | 1.2% |
| wedding | 349 | 0.7% |
| moving | 348 | 0.7% |
| Other values (4) | 735 | 1.5% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 29251 | |
| credit_card | 9889 | 19.9% |
| other | 2840 | 5.7% |
| home_improvement | 2815 | 5.7% |
| major_purchase | 1183 | 2.4% |
| small_business | 970 | 2.0% |
| car | 729 | 1.5% |
| medical | 592 | 1.2% |
| wedding | 349 | 0.7% |
| moving | 348 | 0.7% |
| Other values (4) | 735 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 98437 | |
| d | 79647 | |
| t | 74462 | |
| i | 73881 | |
| n | 63504 | |
| e | 54123 | |
| c | 51949 | |
| a | 44681 | 6.0% |
| _ | 44160 | 6.0% |
| s | 34581 | 4.7% |
| Other values (12) | 121842 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 741267 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 98437 | |
| d | 79647 | |
| t | 74462 | |
| i | 73881 | |
| n | 63504 | |
| e | 54123 | |
| c | 51949 | |
| a | 44681 | 6.0% |
| _ | 44160 | 6.0% |
| s | 34581 | 4.7% |
| Other values (12) | 121842 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 741267 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 98437 | |
| d | 79647 | |
| t | 74462 | |
| i | 73881 | |
| n | 63504 | |
| e | 54123 | |
| c | 51949 | |
| a | 44681 | 6.0% |
| _ | 44160 | 6.0% |
| s | 34581 | 4.7% |
| Other values (12) | 121842 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 741267 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 98437 | |
| d | 79647 | |
| t | 74462 | |
| i | 73881 | |
| n | 63504 | |
| e | 54123 | |
| c | 51949 | |
| a | 44681 | 6.0% |
| _ | 44160 | 6.0% |
| s | 34581 | 4.7% |
| Other values (12) | 121842 |
title
Text
| Distinct | 11937 |
|---|---|
| Distinct (%) | 24.0% |
| Missing | 8 |
| Missing (%) | < 0.1% |
| Memory size | 3.1 MiB |
Length
| Max length | 80 |
|---|---|
| Median length | 77 |
| Mean length | 17.043527 |
| Min length | 2 |
Characters and Unicode
| Total characters | 846944 |
|---|---|
| Distinct characters | 92 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 10349 ? |
|---|---|
| Unique (%) | 20.8% |
Sample
| 1st row | real estate business |
|---|---|
| 2nd row | personel |
| 3rd row | Consolidation |
| 4th row | citicard fund |
| 5th row | Other Loan |
| Value | Count | Frequency (%) |
| debt | 21372 | |
| consolidation | 21241 | |
| credit | 8477 | 7.4% |
| card | 7335 | 6.4% |
| loan | 5636 | 4.9% |
| refinancing | 4504 | 3.9% |
| home | 2499 | 2.2% |
| improvement | 1931 | 1.7% |
| pay | 1261 | 1.1% |
| other | 1259 | 1.1% |
| Other values (5005) | 39245 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 90438 | 10.7% |
| n | 80280 | 9.5% |
| i | 75026 | 8.9% |
| 66296 | 7.8% | |
| e | 65214 | 7.7% |
| t | 65161 | 7.7% |
| a | 56886 | 6.7% |
| d | 46581 | 5.5% |
| r | 35474 | 4.2% |
| c | 33998 | 4.0% |
| Other values (82) | 231590 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 846944 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 90438 | 10.7% |
| n | 80280 | 9.5% |
| i | 75026 | 8.9% |
| 66296 | 7.8% | |
| e | 65214 | 7.7% |
| t | 65161 | 7.7% |
| a | 56886 | 6.7% |
| d | 46581 | 5.5% |
| r | 35474 | 4.2% |
| c | 33998 | 4.0% |
| Other values (82) | 231590 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 846944 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 90438 | 10.7% |
| n | 80280 | 9.5% |
| i | 75026 | 8.9% |
| 66296 | 7.8% | |
| e | 65214 | 7.7% |
| t | 65161 | 7.7% |
| a | 56886 | 6.7% |
| d | 46581 | 5.5% |
| r | 35474 | 4.2% |
| c | 33998 | 4.0% |
| Other values (82) | 231590 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 846944 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 90438 | 10.7% |
| n | 80280 | 9.5% |
| i | 75026 | 8.9% |
| 66296 | 7.8% | |
| e | 65214 | 7.7% |
| t | 65161 | 7.7% |
| a | 56886 | 6.7% |
| d | 46581 | 5.5% |
| r | 35474 | 4.2% |
| c | 33998 | 4.0% |
| Other values (82) | 231590 |
dti
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 3693 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.500422 |
| Minimum | 0 |
|---|---|
| Maximum | 39.97 |
| Zeros | 57 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.23 |
| Q1 | 10.7 |
| median | 16.12 |
| Q3 | 21.94 |
| 95-th percentile | 30 |
| Maximum | 39.97 |
| Range | 39.97 |
| Interquartile range (IQR) | 11.24 |
Descriptive statistics
| Standard deviation | 7.785918 |
|---|---|
| Coefficient of variation (CV) | 0.47186175 |
| Kurtosis | -0.49849268 |
| Mean | 16.500422 |
| Median Absolute Deviation (MAD) | 5.61 |
| Skewness | 0.21833117 |
| Sum | 820087.48 |
| Variance | 60.620519 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 57 | 0.1% |
| 16.8 | 50 | 0.1% |
| 19.2 | 42 | 0.1% |
| 17.63 | 42 | 0.1% |
| 12 | 42 | 0.1% |
| 14.4 | 40 | 0.1% |
| 13.2 | 39 | 0.1% |
| 10.8 | 39 | 0.1% |
| 16.08 | 39 | 0.1% |
| 14.74 | 38 | 0.1% |
| Other values (3683) | 49273 |
| Value | Count | Frequency (%) |
| 0 | 57 | |
| 0.01 | 1 | < 0.1% |
| 0.02 | 3 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.08 | 4 | < 0.1% |
| 0.11 | 4 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.16 | 3 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 39.97 | 1 | |
| 39.96 | 1 | |
| 39.89 | 2 | |
| 39.88 | 2 | |
| 39.86 | 1 | |
| 39.83 | 1 | |
| 39.82 | 1 | |
| 39.72 | 1 | |
| 39.7 | 1 | |
| 39.69 | 1 |
earliest_cr_line
Date
| Distinct | 590 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 388.4 KiB |
| Minimum | 1948-01-01 00:00:00 |
|---|---|
| Maximum | 2012-07-01 00:00:00 |
open_acc
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 46 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.811992 |
| Minimum | 1 |
|---|---|
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 7 |
| median | 10 |
| Q3 | 13 |
| 95-th percentile | 20 |
| Maximum | 49 |
| Range | 48 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.7623564 |
|---|---|
| Coefficient of variation (CV) | 0.44046985 |
| Kurtosis | 2.1740872 |
| Mean | 10.811992 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.0741247 |
| Sum | 537356 |
| Variance | 22.680039 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 4785 | |
| 8 | 4664 | 9.4% |
| 10 | 4544 | 9.1% |
| 7 | 4286 | 8.6% |
| 11 | 4191 | 8.4% |
| 12 | 3624 | 7.3% |
| 6 | 3600 | 7.2% |
| 13 | 3166 | 6.4% |
| 14 | 2546 | 5.1% |
| 5 | 2461 | 5.0% |
| Other values (36) | 11833 |
| Value | Count | Frequency (%) |
| 1 | 16 | < 0.1% |
| 2 | 256 | 0.5% |
| 3 | 676 | 1.4% |
| 4 | 1486 | 3.0% |
| 5 | 2461 | |
| 6 | 3600 | |
| 7 | 4286 | |
| 8 | 4664 | |
| 9 | 4785 | |
| 10 | 4544 |
| Value | Count | Frequency (%) |
| 49 | 1 | < 0.1% |
| 48 | 1 | < 0.1% |
| 47 | 2 | < 0.1% |
| 46 | 2 | < 0.1% |
| 45 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 40 | 2 | < 0.1% |
| 39 | 3 | < 0.1% |
| 38 | 2 | < 0.1% |
| 37 | 9 |
pub_rec
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13720322 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 43766 |
| Zeros (%) | 88.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.42453884 |
|---|---|
| Coefficient of variation (CV) | 3.0942338 |
| Kurtosis | 76.180961 |
| Mean | 0.13720322 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.6481321 |
| Sum | 6819 |
| Variance | 0.18023323 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 43766 | |
| 1 | 5356 | 10.8% |
| 2 | 414 | 0.8% |
| 3 | 102 | 0.2% |
| 4 | 25 | 0.1% |
| 5 | 18 | < 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 3 | < 0.1% |
| 10 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 43766 | |
| 1 | 5356 | 10.8% |
| 2 | 414 | 0.8% |
| 3 | 102 | 0.2% |
| 4 | 25 | 0.1% |
| 5 | 18 | < 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 3 | < 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 18 | < 0.1% |
| 4 | 25 | 0.1% |
| 3 | 102 | 0.2% |
| 2 | 414 |
revol_bal
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 25784 |
|---|---|
| Distinct (%) | 51.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15180.724 |
| Minimum | 0 |
|---|---|
| Maximum | 586266 |
| Zeros | 358 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1438 |
| Q1 | 5875 |
| median | 10929 |
| Q3 | 19039 |
| 95-th percentile | 38798 |
| Maximum | 586266 |
| Range | 586266 |
| Interquartile range (IQR) | 13164 |
Descriptive statistics
| Standard deviation | 18576.406 |
|---|---|
| Coefficient of variation (CV) | 1.2236838 |
| Kurtosis | 139.96579 |
| Mean | 15180.724 |
| Median Absolute Deviation (MAD) | 5969 |
| Skewness | 8.3293866 |
| Sum | 7.5449718 × 108 |
| Variance | 3.4508285 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 358 | 0.7% |
| 298 | 10 | < 0.1% |
| 5573 | 10 | < 0.1% |
| 6858 | 9 | < 0.1% |
| 7815 | 9 | < 0.1% |
| 6035 | 9 | < 0.1% |
| 12177 | 9 | < 0.1% |
| 6689 | 9 | < 0.1% |
| 4812 | 9 | < 0.1% |
| 3122 | 8 | < 0.1% |
| Other values (25774) | 49261 |
| Value | Count | Frequency (%) |
| 0 | 358 | |
| 1 | 3 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 3 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 586266 | 1 | |
| 555597 | 1 | |
| 552758 | 1 | |
| 487589 | 1 | |
| 465731 | 1 | |
| 451481 | 1 | |
| 434123 | 1 | |
| 401258 | 1 | |
| 393762 | 1 | |
| 388892 | 1 |
revol_util
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1078 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 32 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.728696 |
| Minimum | 0 |
|---|---|
| Maximum | 892.3 |
| Zeros | 374 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.4 |
| Q1 | 36.7 |
| median | 56.4 |
| Q3 | 74.3 |
| 95-th percentile | 92.4 |
| Maximum | 892.3 |
| Range | 892.3 |
| Interquartile range (IQR) | 37.6 |
Descriptive statistics
| Standard deviation | 25.018053 |
|---|---|
| Coefficient of variation (CV) | 0.45712861 |
| Kurtosis | 24.445144 |
| Mean | 54.728696 |
| Median Absolute Deviation (MAD) | 18.8 |
| Skewness | 0.51477983 |
| Sum | 2718319.6 |
| Variance | 625.90295 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 374 | 0.8% |
| 61 | 96 | 0.2% |
| 67 | 94 | 0.2% |
| 65.2 | 94 | 0.2% |
| 56 | 92 | 0.2% |
| 64.5 | 91 | 0.2% |
| 46.7 | 90 | 0.2% |
| 57 | 89 | 0.2% |
| 53 | 88 | 0.2% |
| 60 | 88 | 0.2% |
| Other values (1068) | 48473 |
| Value | Count | Frequency (%) |
| 0 | 374 | |
| 0.1 | 40 | 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.2 | 25 | 0.1% |
| 0.3 | 34 | 0.1% |
| 0.4 | 26 | 0.1% |
| 0.46 | 1 | < 0.1% |
| 0.5 | 27 | 0.1% |
| 0.6 | 19 | < 0.1% |
| 0.7 | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 892.3 | 1 | |
| 150.7 | 1 | |
| 129.4 | 1 | |
| 127.6 | 1 | |
| 127.4 | 1 | |
| 120.2 | 1 | |
| 117.7 | 1 | |
| 113 | 1 | |
| 112.2 | 1 | |
| 111.9 | 1 |
total_acc
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 93 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.942596 |
| Minimum | 2 |
|---|---|
| Maximum | 110 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 16 |
| median | 23 |
| Q3 | 32 |
| 95-th percentile | 47 |
| Maximum | 110 |
| Range | 108 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 11.703555 |
|---|---|
| Coefficient of variation (CV) | 0.46921962 |
| Kurtosis | 0.84885974 |
| Mean | 24.942596 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.79795943 |
| Sum | 1239647 |
| Variance | 136.9732 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 1799 | 3.6% |
| 19 | 1778 | 3.6% |
| 20 | 1770 | 3.6% |
| 23 | 1763 | 3.5% |
| 21 | 1738 | 3.5% |
| 17 | 1719 | 3.5% |
| 18 | 1716 | 3.5% |
| 24 | 1679 | 3.4% |
| 16 | 1675 | 3.4% |
| 25 | 1665 | 3.4% |
| Other values (83) | 32398 |
| Value | Count | Frequency (%) |
| 2 | 10 | < 0.1% |
| 3 | 68 | 0.1% |
| 4 | 197 | 0.4% |
| 5 | 293 | 0.6% |
| 6 | 415 | 0.8% |
| 7 | 557 | |
| 8 | 769 | |
| 9 | 832 | |
| 10 | 970 | |
| 11 | 1196 |
| Value | Count | Frequency (%) |
| 110 | 1 | |
| 102 | 1 | |
| 99 | 1 | |
| 96 | 1 | |
| 95 | 2 | |
| 94 | 1 | |
| 93 | 1 | |
| 92 | 1 | |
| 90 | 1 | |
| 89 | 1 |
initial_list_status
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| f | |
|---|---|
| w |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 49701 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | f |
|---|---|
| 2nd row | f |
| 3rd row | f |
| 4th row | f |
| 5th row | f |
Common Values
| Value | Count | Frequency (%) |
| f | 35858 | |
| w | 13843 | 27.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 35858 | |
| w | 13843 | 27.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 35858 | |
| w | 13843 | 27.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49701 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| f | 35858 | |
| w | 13843 | 27.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49701 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| f | 35858 | |
| w | 13843 | 27.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49701 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| f | 35858 | |
| w | 13843 | 27.9% |
application_type
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.8 MiB |
| INDIVIDUAL |
|---|
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 497010 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INDIVIDUAL |
|---|---|
| 2nd row | INDIVIDUAL |
| 3rd row | INDIVIDUAL |
| 4th row | INDIVIDUAL |
| 5th row | INDIVIDUAL |
Common Values
| Value | Count | Frequency (%) |
| INDIVIDUAL | 49701 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| individual | 49701 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 149103 | |
| D | 99402 | |
| N | 49701 | 10.0% |
| V | 49701 | 10.0% |
| U | 49701 | 10.0% |
| A | 49701 | 10.0% |
| L | 49701 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 497010 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 149103 | |
| D | 99402 | |
| N | 49701 | 10.0% |
| V | 49701 | 10.0% |
| U | 49701 | 10.0% |
| A | 49701 | 10.0% |
| L | 49701 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 497010 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 149103 | |
| D | 99402 | |
| N | 49701 | 10.0% |
| V | 49701 | 10.0% |
| U | 49701 | 10.0% |
| A | 49701 | 10.0% |
| L | 49701 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 497010 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 149103 | |
| D | 99402 | |
| N | 49701 | 10.0% |
| V | 49701 | 10.0% |
| U | 49701 | 10.0% |
| A | 49701 | 10.0% |
| L | 49701 | 10.0% |
zip_code
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 130 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 833.84928 |
| Minimum | 601 |
|---|---|
| Maximum | 985 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 601 |
|---|---|
| 5-th percentile | 606 |
| Q1 | 751 |
| median | 906 |
| Q3 | 926 |
| 95-th percentile | 968 |
| Maximum | 985 |
| Range | 384 |
| Interquartile range (IQR) | 175 |
Descriptive statistics
| Standard deviation | 119.01034 |
|---|---|
| Coefficient of variation (CV) | 0.14272404 |
| Kurtosis | -0.92860518 |
| Mean | 833.84928 |
| Median Absolute Deviation (MAD) | 65 |
| Skewness | -0.63300995 |
| Sum | 41443143 |
| Variance | 14163.46 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 606 | 2498 | 5.0% |
| 917 | 2110 | 4.2% |
| 921 | 1987 | 4.0% |
| 926 | 1896 | 3.8% |
| 913 | 1698 | 3.4% |
| 925 | 1596 | 3.2% |
| 956 | 1473 | 3.0% |
| 920 | 1390 | 2.8% |
| 951 | 1307 | 2.6% |
| 802 | 1268 | 2.6% |
| Other values (120) | 32478 |
| Value | Count | Frequency (%) |
| 601 | 1186 | |
| 602 | 63 | 0.1% |
| 603 | 58 | 0.1% |
| 606 | 2498 | |
| 610 | 164 | 0.3% |
| 612 | 128 | 0.3% |
| 616 | 92 | 0.2% |
| 617 | 146 | 0.3% |
| 622 | 292 | 0.6% |
| 623 | 36 | 0.1% |
| Value | Count | Frequency (%) |
| 985 | 381 | |
| 983 | 648 | |
| 982 | 736 | |
| 979 | 10 | < 0.1% |
| 976 | 42 | 0.1% |
| 971 | 309 | |
| 969 | 3 | < 0.1% |
| 968 | 488 | |
| 965 | 1 | < 0.1% |
| 962 | 5 | < 0.1% |
addr_state
Categorical
HIGH CORRELATION 
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 MiB |
| CA | |
|---|---|
| TX | |
| IL | |
| CO | 2133 |
| OK | 1775 |
| Other values (22) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 99402 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | IL |
|---|---|
| 2nd row | CA |
| 3rd row | CA |
| 4th row | IL |
| 5th row | CA |
Common Values
| Value | Count | Frequency (%) |
| CA | 22671 | |
| TX | 6623 | 13.3% |
| IL | 4812 | 9.7% |
| CO | 2133 | 4.3% |
| OK | 1775 | 3.6% |
| WA | 1765 | 3.6% |
| MO | 1746 | 3.5% |
| AZ | 1604 | 3.2% |
| UT | 1588 | 3.2% |
| LA | 1322 | 2.7% |
| Other values (17) | 3662 | 7.4% |
Length
| Value | Count | Frequency (%) |
| ca | 22671 | |
| tx | 6623 | 13.3% |
| il | 4812 | 9.7% |
| co | 2133 | 4.3% |
| ok | 1775 | 3.6% |
| wa | 1765 | 3.6% |
| mo | 1746 | 3.5% |
| az | 1604 | 3.2% |
| ut | 1588 | 3.2% |
| la | 1322 | 2.7% |
| Other values (17) | 3662 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 28594 | |
| C | 24806 | |
| T | 8214 | 8.3% |
| X | 6623 | 6.7% |
| L | 6137 | 6.2% |
| O | 6016 | 6.1% |
| I | 5303 | 5.3% |
| K | 3079 | 3.1% |
| W | 2010 | 2.0% |
| M | 1751 | 1.8% |
| Other values (11) | 6869 | 6.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 99402 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 28594 | |
| C | 24806 | |
| T | 8214 | 8.3% |
| X | 6623 | 6.7% |
| L | 6137 | 6.2% |
| O | 6016 | 6.1% |
| I | 5303 | 5.3% |
| K | 3079 | 3.1% |
| W | 2010 | 2.0% |
| M | 1751 | 1.8% |
| Other values (11) | 6869 | 6.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 99402 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 28594 | |
| C | 24806 | |
| T | 8214 | 8.3% |
| X | 6623 | 6.7% |
| L | 6137 | 6.2% |
| O | 6016 | 6.1% |
| I | 5303 | 5.3% |
| K | 3079 | 3.1% |
| W | 2010 | 2.0% |
| M | 1751 | 1.8% |
| Other values (11) | 6869 | 6.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 99402 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 28594 | |
| C | 24806 | |
| T | 8214 | 8.3% |
| X | 6623 | 6.7% |
| L | 6137 | 6.2% |
| O | 6016 | 6.1% |
| I | 5303 | 5.3% |
| K | 3079 | 3.1% |
| W | 2010 | 2.0% |
| M | 1751 | 1.8% |
| Other values (11) | 6869 | 6.9% |
delinq_2yrs
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23770624 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 41868 |
| Zeros (%) | 84.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.69641542 |
|---|---|
| Coefficient of variation (CV) | 2.9297314 |
| Kurtosis | 46.581383 |
| Mean | 0.23770624 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.2209005 |
| Sum | 11814 |
| Variance | 0.48499444 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 41868 | |
| 1 | 5525 | 11.1% |
| 2 | 1475 | 3.0% |
| 3 | 434 | 0.9% |
| 4 | 189 | 0.4% |
| 5 | 109 | 0.2% |
| 6 | 49 | 0.1% |
| 7 | 22 | < 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 6 | < 0.1% |
| Other values (5) | 13 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 41868 | |
| 1 | 5525 | 11.1% |
| 2 | 1475 | 3.0% |
| 3 | 434 | 0.9% |
| 4 | 189 | 0.4% |
| 5 | 109 | 0.2% |
| 6 | 49 | 0.1% |
| 7 | 22 | < 0.1% |
| 8 | 10 | < 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 12 | 5 | < 0.1% |
| 11 | 3 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 10 | < 0.1% |
| 7 | 22 | < 0.1% |
| 6 | 49 | |
| 5 | 109 |
inq_last_6mths
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.90034205 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 23882 |
| Zeros (%) | 48.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1493215 |
|---|---|
| Coefficient of variation (CV) | 1.2765387 |
| Kurtosis | 5.8060647 |
| Mean | 0.90034205 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.7869719 |
| Sum | 44747 |
| Variance | 1.3209399 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23882 | |
| 1 | 14131 | |
| 2 | 6957 | 14.0% |
| 3 | 3237 | 6.5% |
| 4 | 900 | 1.8% |
| 5 | 367 | 0.7% |
| 6 | 136 | 0.3% |
| 7 | 41 | 0.1% |
| 8 | 24 | < 0.1% |
| 9 | 14 | < 0.1% |
| Other values (6) | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 23882 | |
| 1 | 14131 | |
| 2 | 6957 | 14.0% |
| 3 | 3237 | 6.5% |
| 4 | 900 | 1.8% |
| 5 | 367 | 0.7% |
| 6 | 136 | 0.3% |
| 7 | 41 | 0.1% |
| 8 | 24 | < 0.1% |
| 9 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 12 | 5 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| 9 | 14 | < 0.1% |
| 8 | 24 | < 0.1% |
| 7 | 41 | 0.1% |
| 6 | 136 |
last_pymnt_amnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 45458 |
|---|---|
| Distinct (%) | 91.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6586.0505 |
| Minimum | 0 |
|---|---|
| Maximum | 36257.59 |
| Zeros | 116 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 112.05 |
| Q1 | 505.34 |
| median | 4078.09 |
| Q3 | 10209.03 |
| 95-th percentile | 22208.16 |
| Maximum | 36257.59 |
| Range | 36257.59 |
| Interquartile range (IQR) | 9703.69 |
Descriptive statistics
| Standard deviation | 7438.6753 |
|---|---|
| Coefficient of variation (CV) | 1.1294592 |
| Kurtosis | 1.6992676 |
| Mean | 6586.0505 |
| Median Absolute Deviation (MAD) | 3746.72 |
| Skewness | 1.4214461 |
| Sum | 3.273333 × 108 |
| Variance | 55333890 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 116 | 0.2% |
| 100 | 40 | 0.1% |
| 200 | 32 | 0.1% |
| 50 | 24 | < 0.1% |
| 336.9 | 21 | < 0.1% |
| 300 | 20 | < 0.1% |
| 337.47 | 17 | < 0.1% |
| 360.38 | 17 | < 0.1% |
| 353.01 | 15 | < 0.1% |
| 500 | 15 | < 0.1% |
| Other values (45448) | 49384 |
| Value | Count | Frequency (%) |
| 0 | 116 | |
| 0.01 | 5 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.13 | 3 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.18 | 3 | < 0.1% |
| 0.19 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 36257.59 | 1 | |
| 36133.3 | 1 | |
| 36117.51 | 1 | |
| 35997.17 | 1 | |
| 35971.15 | 1 | |
| 35961.64 | 1 | |
| 35926.13 | 1 | |
| 35905.53 | 1 | |
| 35897.76 | 1 | |
| 35883.46 | 1 |
collections_12_mths_ex_med
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9 |
| Missing (%) | < 0.1% |
| Memory size | 2.5 MiB |
| 0.0 | |
|---|---|
| 1.0 | 281 |
| 2.0 | 19 |
| 3.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 149076 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 49391 | |
| 1.0 | 281 | 0.6% |
| 2.0 | 19 | < 0.1% |
| 3.0 | 1 | < 0.1% |
| (Missing) | 9 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 49391 | |
| 1.0 | 281 | 0.6% |
| 2.0 | 19 | < 0.1% |
| 3.0 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 99083 | |
| . | 49692 | |
| 1 | 281 | 0.2% |
| 2 | 19 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 149076 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 99083 | |
| . | 49692 | |
| 1 | 281 | 0.2% |
| 2 | 19 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 149076 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 99083 | |
| . | 49692 | |
| 1 | 281 | 0.2% |
| 2 | 19 | < 0.1% |
| 3 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 149076 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 99083 | |
| . | 49692 | |
| 1 | 281 | 0.2% |
| 2 | 19 | < 0.1% |
| 3 | 1 | < 0.1% |
mths_since_last_delinq
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 105 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 27534 |
| Missing (%) | 55.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.621464 |
| Minimum | 0 |
|---|---|
| Maximum | 141 |
| Zeros | 143 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 17 |
| median | 33 |
| Q3 | 52 |
| 95-th percentile | 75 |
| Maximum | 141 |
| Range | 141 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 21.857623 |
|---|---|
| Coefficient of variation (CV) | 0.61360822 |
| Kurtosis | -0.83672627 |
| Mean | 35.621464 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.3808305 |
| Sum | 789621 |
| Variance | 477.75569 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 421 | 0.8% |
| 15 | 420 | 0.8% |
| 13 | 405 | 0.8% |
| 8 | 401 | 0.8% |
| 12 | 397 | 0.8% |
| 16 | 390 | 0.8% |
| 11 | 386 | 0.8% |
| 23 | 385 | 0.8% |
| 7 | 382 | 0.8% |
| 18 | 381 | 0.8% |
| Other values (95) | 18199 | |
| (Missing) | 27534 |
| Value | Count | Frequency (%) |
| 0 | 143 | 0.3% |
| 1 | 109 | 0.2% |
| 2 | 176 | |
| 3 | 172 | |
| 4 | 229 | |
| 5 | 257 | |
| 6 | 362 | |
| 7 | 382 | |
| 8 | 401 | |
| 9 | 421 |
| Value | Count | Frequency (%) |
| 141 | 1 | |
| 133 | 1 | |
| 120 | 1 | |
| 113 | 1 | |
| 109 | 1 | |
| 108 | 2 | |
| 106 | 2 | |
| 103 | 1 | |
| 101 | 2 | |
| 99 | 1 |
mths_since_last_major_derog
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 128 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 39904 |
| Missing (%) | 80.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.653874 |
| Minimum | 0 |
|---|---|
| Maximum | 159 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 27 |
| median | 43 |
| Q3 | 60 |
| 95-th percentile | 77 |
| Maximum | 159 |
| Range | 159 |
| Interquartile range (IQR) | 33 |
Descriptive statistics
| Standard deviation | 21.400446 |
|---|---|
| Coefficient of variation (CV) | 0.49023018 |
| Kurtosis | -0.29232215 |
| Mean | 43.653874 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.21787581 |
| Sum | 427677 |
| Variance | 457.9791 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37 | 182 | 0.4% |
| 45 | 174 | 0.4% |
| 47 | 171 | 0.3% |
| 36 | 170 | 0.3% |
| 40 | 169 | 0.3% |
| 46 | 166 | 0.3% |
| 42 | 166 | 0.3% |
| 32 | 164 | 0.3% |
| 48 | 162 | 0.3% |
| 43 | 159 | 0.3% |
| Other values (118) | 8114 | 16.3% |
| (Missing) | 39904 |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 20 | < 0.1% |
| 2 | 25 | 0.1% |
| 3 | 19 | < 0.1% |
| 4 | 45 | |
| 5 | 52 | |
| 6 | 61 | |
| 7 | 74 | |
| 8 | 74 | |
| 9 | 88 |
| Value | Count | Frequency (%) |
| 159 | 1 | < 0.1% |
| 141 | 1 | < 0.1% |
| 135 | 1 | < 0.1% |
| 133 | 1 | < 0.1% |
| 132 | 2 | |
| 131 | 1 | < 0.1% |
| 125 | 3 | |
| 124 | 2 | |
| 123 | 1 | < 0.1% |
| 122 | 1 | < 0.1% |
mths_since_last_record
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 121 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 43583 |
| Missing (%) | 87.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.950637 |
| Minimum | 0 |
|---|---|
| Maximum | 120 |
| Zeros | 184 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 20.85 |
| Q1 | 54 |
| median | 79 |
| Q3 | 102 |
| 95-th percentile | 116 |
| Maximum | 120 |
| Range | 120 |
| Interquartile range (IQR) | 48 |
Descriptive statistics
| Standard deviation | 30.284756 |
|---|---|
| Coefficient of variation (CV) | 0.39874262 |
| Kurtosis | -0.42380009 |
| Mean | 75.950637 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | -0.57055747 |
| Sum | 464666 |
| Variance | 917.16644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 184 | 0.4% |
| 106 | 105 | 0.2% |
| 107 | 101 | 0.2% |
| 100 | 101 | 0.2% |
| 111 | 100 | 0.2% |
| 110 | 100 | 0.2% |
| 104 | 99 | 0.2% |
| 116 | 99 | 0.2% |
| 112 | 97 | 0.2% |
| 105 | 96 | 0.2% |
| Other values (111) | 5036 | 10.1% |
| (Missing) | 43583 |
| Value | Count | Frequency (%) |
| 0 | 184 | |
| 1 | 1 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 5 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 9 | < 0.1% |
| Value | Count | Frequency (%) |
| 120 | 1 | < 0.1% |
| 119 | 55 | |
| 118 | 95 | |
| 117 | 82 | |
| 116 | 99 | |
| 115 | 69 | |
| 114 | 85 | |
| 113 | 85 | |
| 112 | 97 | |
| 111 | 100 |
open_acc_6m
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Memory size | 2.7 MiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 0.0 | |
| 3.0 | |
| 5.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 60 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 5.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 2.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 11 | < 0.1% |
| 2.0 | 3 | < 0.1% |
| 0.0 | 3 | < 0.1% |
| 3.0 | 2 | < 0.1% |
| 5.0 | 1 | < 0.1% |
| (Missing) | 49681 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 11 | |
| 2.0 | 3 | 15.0% |
| 0.0 | 3 | 15.0% |
| 3.0 | 2 | 10.0% |
| 5.0 | 1 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 20 | |
| 1 | 11 | |
| 2 | 3 | 5.0% |
| 3 | 2 | 3.3% |
| 5 | 1 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 20 | |
| 1 | 11 | |
| 2 | 3 | 5.0% |
| 3 | 2 | 3.3% |
| 5 | 1 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 20 | |
| 1 | 11 | |
| 2 | 3 | 5.0% |
| 3 | 2 | 3.3% |
| 5 | 1 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 20 | |
| 1 | 11 | |
| 2 | 3 | 5.0% |
| 3 | 2 | 3.3% |
| 5 | 1 | 1.7% |
open_il_6m
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 7 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9 |
| Minimum | 1 |
|---|---|
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 8.15 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.5526044 |
|---|---|
| Coefficient of variation (CV) | 0.88020843 |
| Kurtosis | 5.1117722 |
| Mean | 2.9 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.2121493 |
| Sum | 58 |
| Variance | 6.5157895 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 6 | < 0.1% |
| 1 | 6 | < 0.1% |
| 3 | 4 | < 0.1% |
| 5 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 2 | 6 | |
| 3 | 4 | |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 4 | |
| 2 | 6 | |
| 1 | 6 |
open_il_12m
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Memory size | 2.7 MiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 2.0 | 1 |
| 3.0 | 1 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 60 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 10.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 10 | < 0.1% |
| 0.0 | 8 | < 0.1% |
| 2.0 | 1 | < 0.1% |
| 3.0 | 1 | < 0.1% |
| (Missing) | 49681 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 10 | |
| 0.0 | 8 | |
| 2.0 | 1 | 5.0% |
| 3.0 | 1 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 28 | |
| . | 20 | |
| 1 | 10 | 16.7% |
| 2 | 1 | 1.7% |
| 3 | 1 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28 | |
| . | 20 | |
| 1 | 10 | 16.7% |
| 2 | 1 | 1.7% |
| 3 | 1 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28 | |
| . | 20 | |
| 1 | 10 | 16.7% |
| 2 | 1 | 1.7% |
| 3 | 1 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 28 | |
| . | 20 | |
| 1 | 10 | 16.7% |
| 2 | 1 | 1.7% |
| 3 | 1 | 1.7% |
open_il_24m
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Memory size | 2.7 MiB |
| 1.0 | |
|---|---|
| 3.0 | |
| 0.0 | |
| 2.0 | |
| 7.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 60 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 5.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 9 | < 0.1% |
| 3.0 | 5 | < 0.1% |
| 0.0 | 3 | < 0.1% |
| 2.0 | 2 | < 0.1% |
| 7.0 | 1 | < 0.1% |
| (Missing) | 49681 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 9 | |
| 3.0 | 5 | |
| 0.0 | 3 | 15.0% |
| 2.0 | 2 | 10.0% |
| 7.0 | 1 | 5.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 20 | |
| 1 | 9 | 15.0% |
| 3 | 5 | 8.3% |
| 2 | 2 | 3.3% |
| 7 | 1 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 20 | |
| 1 | 9 | 15.0% |
| 3 | 5 | 8.3% |
| 2 | 2 | 3.3% |
| 7 | 1 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 20 | |
| 1 | 9 | 15.0% |
| 3 | 5 | 8.3% |
| 2 | 2 | 3.3% |
| 7 | 1 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 60 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 20 | |
| 1 | 9 | 15.0% |
| 3 | 5 | 8.3% |
| 2 | 2 | 3.3% |
| 7 | 1 | 1.7% |
mths_since_rcnt_il
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 15 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.25 |
| Minimum | 1 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.95 |
| Q1 | 4 |
| median | 9 |
| Q3 | 15.75 |
| 95-th percentile | 38.75 |
| Maximum | 72 |
| Range | 71 |
| Interquartile range (IQR) | 11.75 |
Descriptive statistics
| Standard deviation | 16.424869 |
|---|---|
| Coefficient of variation (CV) | 1.1526224 |
| Kurtosis | 7.9153875 |
| Mean | 14.25 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 2.5882054 |
| Sum | 285 |
| Variance | 269.77632 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 1 | 1 | < 0.1% |
| 72 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| Other values (5) | 5 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 2 | |
| 4 | 2 | |
| 6 | 1 | |
| 7 | 2 | |
| 9 | 2 | |
| 10 | 1 | |
| 14 | 1 | |
| 15 | 2 |
| Value | Count | Frequency (%) |
| 72 | 1 | |
| 37 | 1 | |
| 27 | 1 | |
| 22 | 1 | |
| 18 | 1 | |
| 15 | 2 | |
| 14 | 1 | |
| 10 | 1 | |
| 9 | 2 | |
| 7 | 2 |
total_bal_il
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 20 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34607.9 |
| Minimum | 4437 |
|---|---|
| Maximum | 74412 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 4437 |
|---|---|
| 5-th percentile | 4536.75 |
| Q1 | 16769.5 |
| median | 37551 |
| Q3 | 46143.5 |
| 95-th percentile | 69979.3 |
| Maximum | 74412 |
| Range | 69975 |
| Interquartile range (IQR) | 29374 |
Descriptive statistics
| Standard deviation | 21980.182 |
|---|---|
| Coefficient of variation (CV) | 0.63512037 |
| Kurtosis | -0.9453609 |
| Mean | 34607.9 |
| Median Absolute Deviation (MAD) | 17800.5 |
| Skewness | 0.19629436 |
| Sum | 692158 |
| Variance | 4.8312842 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43677 | 1 | < 0.1% |
| 21555 | 1 | < 0.1% |
| 25766 | 1 | < 0.1% |
| 4542 | 1 | < 0.1% |
| 39276 | 1 | < 0.1% |
| 4437 | 1 | < 0.1% |
| 7229 | 1 | < 0.1% |
| 69746 | 1 | < 0.1% |
| 60460 | 1 | < 0.1% |
| 74412 | 1 | < 0.1% |
| Other values (10) | 10 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 4437 | 1 | |
| 4542 | 1 | |
| 6042 | 1 | |
| 7229 | 1 | |
| 13240 | 1 | |
| 17946 | 1 | |
| 21555 | 1 | |
| 25766 | 1 | |
| 28811 | 1 | |
| 35826 | 1 |
| Value | Count | Frequency (%) |
| 74412 | 1 | |
| 69746 | 1 | |
| 63016 | 1 | |
| 60460 | 1 | |
| 47063 | 1 | |
| 45837 | 1 | |
| 43677 | 1 | |
| 42905 | 1 | |
| 40372 | 1 | |
| 39276 | 1 |
il_util
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 19 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 49682 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.242105 |
| Minimum | 23.3 |
|---|---|
| Maximum | 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 23.3 |
|---|---|
| 5-th percentile | 24.83 |
| Q1 | 61.05 |
| median | 83.2 |
| Q3 | 88.5 |
| 95-th percentile | 104.22 |
| Maximum | 108 |
| Range | 84.7 |
| Interquartile range (IQR) | 27.45 |
Descriptive statistics
| Standard deviation | 26.706082 |
|---|---|
| Coefficient of variation (CV) | 0.37486373 |
| Kurtosis | -0.53162772 |
| Mean | 71.242105 |
| Median Absolute Deviation (MAD) | 11.3 |
| Skewness | -0.78732512 |
| Sum | 1353.6 |
| Variance | 713.2148 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 108 | 1 | < 0.1% |
| 74.3 | 1 | < 0.1% |
| 83.2 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 85.7 | 1 | < 0.1% |
| 23.3 | 1 | < 0.1% |
| 89.2 | 1 | < 0.1% |
| 64.6 | 1 | < 0.1% |
| 103.8 | 1 | < 0.1% |
| 86.5 | 1 | < 0.1% |
| Other values (9) | 9 | < 0.1% |
| (Missing) | 49682 |
| Value | Count | Frequency (%) |
| 23.3 | 1 | |
| 25 | 1 | |
| 25.6 | 1 | |
| 33.1 | 1 | |
| 57.5 | 1 | |
| 64.6 | 1 | |
| 65.8 | 1 | |
| 71.9 | 1 | |
| 74.3 | 1 | |
| 83.2 | 1 |
| Value | Count | Frequency (%) |
| 108 | 1 | |
| 103.8 | 1 | |
| 91.3 | 1 | |
| 89.2 | 1 | |
| 88.7 | 1 | |
| 88.3 | 1 | |
| 87.8 | 1 | |
| 86.5 | 1 | |
| 85.7 | 1 | |
| 83.2 | 1 |
open_rv_12m
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 7 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.75 |
| median | 2 |
| Q3 | 3.25 |
| 95-th percentile | 5.1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 1.9439515 |
|---|---|
| Coefficient of variation (CV) | 0.92569118 |
| Kurtosis | 0.46071075 |
| Mean | 2.1 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 0.89509362 |
| Sum | 42 |
| Variance | 3.7789474 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 4 | < 0.1% |
| 2 | 4 | < 0.1% |
| 4 | 3 | < 0.1% |
| 3 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 1 | 4 | |
| 2 | 4 | |
| 3 | 2 | < 0.1% |
| 4 | 3 | |
| 5 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 3 | |
| 3 | 2 | < 0.1% |
| 2 | 4 | |
| 1 | 4 | |
| 0 | 5 |
open_rv_24m
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 9 |
|---|---|
| Distinct (%) | 45.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.75 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3.5 |
| Q3 | 4.5 |
| 95-th percentile | 9.1 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 3.0065717 |
|---|---|
| Coefficient of variation (CV) | 0.80175247 |
| Kurtosis | 0.46973624 |
| Mean | 3.75 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 0.92551584 |
| Sum | 75 |
| Variance | 9.0394737 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 5 | < 0.1% |
| 1 | 4 | < 0.1% |
| 3 | 3 | < 0.1% |
| 6 | 2 | < 0.1% |
| 0 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 4 | |
| 2 | 1 | < 0.1% |
| 3 | 3 | |
| 4 | 5 | |
| 6 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 4 | 5 | |
| 3 | 3 | |
| 2 | 1 | < 0.1% |
| 1 | 4 | |
| 0 | 2 | < 0.1% |
max_bal_bc
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 20 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6087.85 |
| Minimum | 0 |
|---|---|
| Maximum | 22279 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 564.3 |
| Q1 | 2813.75 |
| median | 5446.5 |
| Q3 | 7653 |
| 95-th percentile | 14206.85 |
| Maximum | 22279 |
| Range | 22279 |
| Interquartile range (IQR) | 4839.25 |
Descriptive statistics
| Standard deviation | 5070.4914 |
|---|---|
| Coefficient of variation (CV) | 0.83288705 |
| Kurtosis | 4.7436206 |
| Mean | 6087.85 |
| Median Absolute Deviation (MAD) | 2520.5 |
| Skewness | 1.8253223 |
| Sum | 121757 |
| Variance | 25709883 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7570 | 1 | < 0.1% |
| 13782 | 1 | < 0.1% |
| 594 | 1 | < 0.1% |
| 7563 | 1 | < 0.1% |
| 5844 | 1 | < 0.1% |
| 3094 | 1 | < 0.1% |
| 3998 | 1 | < 0.1% |
| 5836 | 1 | < 0.1% |
| 2861 | 1 | < 0.1% |
| 1958 | 1 | < 0.1% |
| Other values (10) | 10 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 594 | 1 | |
| 1326 | 1 | |
| 1958 | 1 | |
| 2672 | 1 | |
| 2861 | 1 | |
| 3094 | 1 | |
| 3998 | 1 | |
| 5001 | 1 | |
| 5057 | 1 |
| Value | Count | Frequency (%) |
| 22279 | 1 | |
| 13782 | 1 | |
| 9051 | 1 | |
| 8332 | 1 | |
| 7902 | 1 | |
| 7570 | 1 | |
| 7563 | 1 | |
| 7037 | 1 | |
| 5844 | 1 | |
| 5836 | 1 |
all_util
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 20 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.8 |
| Minimum | 8.7 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 8.7 |
|---|---|
| 5-th percentile | 26.085 |
| Q1 | 41.6 |
| median | 61.1 |
| Q3 | 77 |
| 95-th percentile | 83.395 |
| Maximum | 89 |
| Range | 80.3 |
| Interquartile range (IQR) | 35.4 |
Descriptive statistics
| Standard deviation | 22.007224 |
|---|---|
| Coefficient of variation (CV) | 0.38074781 |
| Kurtosis | -0.4426698 |
| Mean | 57.8 |
| Median Absolute Deviation (MAD) | 17.45 |
| Skewness | -0.56423658 |
| Sum | 1156 |
| Variance | 484.31789 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79.5 | 1 | < 0.1% |
| 45.6 | 1 | < 0.1% |
| 42.1 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 83.1 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 57.4 | 1 | < 0.1% |
| 70.4 | 1 | < 0.1% |
| 77.6 | 1 | < 0.1% |
| 72.6 | 1 | < 0.1% |
| Other values (10) | 10 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 8.7 | 1 | |
| 27 | 1 | |
| 27.6 | 1 | |
| 40 | 1 | |
| 40.1 | 1 | |
| 42.1 | 1 | |
| 45.6 | 1 | |
| 50 | 1 | |
| 57.4 | 1 | |
| 58.3 | 1 |
| Value | Count | Frequency (%) |
| 89 | 1 | |
| 83.1 | 1 | |
| 80.9 | 1 | |
| 79.5 | 1 | |
| 77.6 | 1 | |
| 76.8 | 1 | |
| 72.6 | 1 | |
| 70.4 | 1 | |
| 65.4 | 1 | |
| 63.9 | 1 |
total_rev_hi_lim
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 3089 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 12670 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29167.814 |
| Minimum | 0 |
|---|---|
| Maximum | 677800 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6000 |
| Q1 | 13200 |
| median | 22000 |
| Q3 | 36100 |
| 95-th percentile | 74009 |
| Maximum | 677800 |
| Range | 677800 |
| Interquartile range (IQR) | 22900 |
Descriptive statistics
| Standard deviation | 27695.066 |
|---|---|
| Coefficient of variation (CV) | 0.94950779 |
| Kurtosis | 54.47953 |
| Mean | 29167.814 |
| Median Absolute Deviation (MAD) | 10400 |
| Skewness | 4.9692019 |
| Sum | 1.0801133 × 109 |
| Variance | 7.670167 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15000 | 143 | 0.3% |
| 11000 | 139 | 0.3% |
| 8000 | 138 | 0.3% |
| 13000 | 136 | 0.3% |
| 13300 | 135 | 0.3% |
| 11800 | 134 | 0.3% |
| 14000 | 131 | 0.3% |
| 11600 | 129 | 0.3% |
| 13500 | 128 | 0.3% |
| 12200 | 127 | 0.3% |
| Other values (3079) | 35691 | |
| (Missing) | 12670 | 25.5% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 300 | 3 | < 0.1% |
| 400 | 2 | < 0.1% |
| 500 | 7 | |
| 600 | 2 | < 0.1% |
| 629 | 1 | < 0.1% |
| 700 | 3 | < 0.1% |
| 800 | 11 | |
| 900 | 4 | < 0.1% |
| 1000 | 13 |
| Value | Count | Frequency (%) |
| 677800 | 1 | |
| 645800 | 1 | |
| 589300 | 1 | |
| 544100 | 1 | |
| 494650 | 1 | |
| 484600 | 1 | |
| 464100 | 1 | |
| 440300 | 1 | |
| 421500 | 1 | |
| 416000 | 1 |
inq_fi
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 6 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.35 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4.15 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.7252002 |
|---|---|
| Coefficient of variation (CV) | 1.2779261 |
| Kurtosis | 5.4283899 |
| Mean | 1.35 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.1270655 |
| Sum | 27 |
| Variance | 2.9763158 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7 | < 0.1% |
| 1 | 7 | < 0.1% |
| 2 | 3 | < 0.1% |
| 3 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 0 | 7 | |
| 1 | 7 | |
| 2 | 3 | |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 3 | |
| 1 | 7 | |
| 0 | 7 |
total_cu_tl
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 9 |
|---|---|
| Distinct (%) | 45.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.35 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3.25 |
| 95-th percentile | 15.1 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 3.25 |
Descriptive statistics
| Standard deviation | 5.3140826 |
|---|---|
| Coefficient of variation (CV) | 1.5862933 |
| Kurtosis | 2.1668746 |
| Mean | 3.35 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.8263843 |
| Sum | 67 |
| Variance | 28.239474 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8 | < 0.1% |
| 1 | 4 | < 0.1% |
| 3 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 1 | 4 | |
| 2 | 1 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 2 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1 | 4 | |
| 0 | 8 |
inq_last_12m
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 7 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 49681 |
| Missing (%) | > 99.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5 |
| Minimum | -4 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | -4 |
|---|---|
| 5-th percentile | -4 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3.75 |
| 95-th percentile | 7.15 |
| Maximum | 10 |
| Range | 14 |
| Interquartile range (IQR) | 2.75 |
Descriptive statistics
| Standard deviation | 3.47169 |
|---|---|
| Coefficient of variation (CV) | 1.388676 |
| Kurtosis | 0.51134291 |
| Mean | 2.5 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.23479581 |
| Sum | 50 |
| Variance | 12.052632 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 6 | < 0.1% |
| 2 | 6 | < 0.1% |
| 7 | 3 | < 0.1% |
| -4 | 2 | < 0.1% |
| 6 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| (Missing) | 49681 |
| Value | Count | Frequency (%) |
| -4 | 2 | < 0.1% |
| 1 | 6 | |
| 2 | 6 | |
| 3 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 3 | |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 7 | 3 | |
| 6 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 6 | |
| 1 | 6 | |
| -4 | 2 | < 0.1% |
tot_coll_amt
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 1709 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 12670 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 163.31093 |
| Minimum | 0 |
|---|---|
| Maximum | 64250 |
| Zeros | 32683 |
| Zeros (%) | 65.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 442.5 |
| Maximum | 64250 |
| Range | 64250 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1360.2336 |
|---|---|
| Coefficient of variation (CV) | 8.3291034 |
| Kurtosis | 542.51046 |
| Mean | 163.31093 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.391047 |
| Sum | 6047567 |
| Variance | 1850235.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32683 | |
| 50 | 58 | 0.1% |
| 100 | 58 | 0.1% |
| 75 | 54 | 0.1% |
| 200 | 31 | 0.1% |
| 90 | 26 | 0.1% |
| 70 | 25 | 0.1% |
| 58 | 25 | 0.1% |
| 55 | 24 | < 0.1% |
| 150 | 22 | < 0.1% |
| Other values (1699) | 4025 | 8.1% |
| (Missing) | 12670 | 25.5% |
| Value | Count | Frequency (%) |
| 0 | 32683 | |
| 9 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 29 | 2 | < 0.1% |
| 30 | 3 | < 0.1% |
| 32 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 64250 | 1 | |
| 60531 | 1 | |
| 55513 | 1 | |
| 41388 | 1 | |
| 37792 | 1 | |
| 36052 | 1 | |
| 35956 | 1 | |
| 34644 | 1 | |
| 33778 | 1 | |
| 31932 | 1 |
tot_cur_bal
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 34197 |
|---|---|
| Distinct (%) | 92.3% |
| Missing | 12670 |
| Missing (%) | 25.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 144618.95 |
| Minimum | 0 |
|---|---|
| Maximum | 2629423 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8750.5 |
| Q1 | 28354 |
| median | 78252 |
| Q3 | 220666.5 |
| 95-th percentile | 445715.5 |
| Maximum | 2629423 |
| Range | 2629423 |
| Interquartile range (IQR) | 192312.5 |
Descriptive statistics
| Standard deviation | 158922.52 |
|---|---|
| Coefficient of variation (CV) | 1.0989052 |
| Kurtosis | 9.8721024 |
| Mean | 144618.95 |
| Median Absolute Deviation (MAD) | 63320 |
| Skewness | 2.180491 |
| Sum | 5.3553843 × 109 |
| Variance | 2.5256366 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8 | < 0.1% |
| 30302 | 4 | < 0.1% |
| 13530 | 4 | < 0.1% |
| 28409 | 4 | < 0.1% |
| 22819 | 4 | < 0.1% |
| 15137 | 4 | < 0.1% |
| 30491 | 4 | < 0.1% |
| 26579 | 4 | < 0.1% |
| 19558 | 4 | < 0.1% |
| 9558 | 4 | < 0.1% |
| Other values (34187) | 36987 | |
| (Missing) | 12670 | 25.5% |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 2 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 75 | 2 | < 0.1% |
| 79 | 1 | < 0.1% |
| 110 | 1 | < 0.1% |
| 143 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2629423 | 1 | |
| 2547166 | 1 | |
| 1787296 | 1 | |
| 1785763 | 1 | |
| 1769229 | 1 | |
| 1720332 | 1 | |
| 1602181 | 1 | |
| 1578733 | 1 | |
| 1567380 | 1 | |
| 1563515 | 1 |
lat
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 130 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.27568 |
| Minimum | 17.709936 |
|---|---|
| Maximum | 18.49551 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | 17.709936 |
|---|---|
| 5-th percentile | 17.747872 |
| Q1 | 18.158345 |
| median | 18.3454 |
| Q3 | 18.414292 |
| 95-th percentile | 18.452553 |
| Maximum | 18.49551 |
| Range | 0.785574 |
| Interquartile range (IQR) | 0.255947 |
Descriptive statistics
| Standard deviation | 0.19375729 |
|---|---|
| Coefficient of variation (CV) | 0.01060192 |
| Kurtosis | 1.6154375 |
| Mean | 18.27568 |
| Median Absolute Deviation (MAD) | 0.08213 |
| Skewness | -1.4989996 |
| Sum | 908319.56 |
| Variance | 0.037541887 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18.158345 | 2498 | 5.0% |
| 18.420674 | 2110 | 4.2% |
| 18.392282 | 1987 | 4.0% |
| 18.3454 | 1896 | 3.8% |
| 18.450002 | 1698 | 3.4% |
| 18.400296 | 1596 | 3.2% |
| 18.321137 | 1473 | 3.0% |
| 18.414292 | 1390 | 2.8% |
| 18.42753 | 1307 | 2.6% |
| 18.340862 | 1268 | 2.6% |
| Other values (120) | 32478 |
| Value | Count | Frequency (%) |
| 17.709936 | 1228 | |
| 17.723541 | 18 | < 0.1% |
| 17.732228 | 372 | 0.7% |
| 17.743072 | 138 | 0.3% |
| 17.744557 | 50 | 0.1% |
| 17.747872 | 1094 | |
| 17.768133 | 492 | |
| 17.963613 | 59 | 0.1% |
| 17.96577 | 300 | 0.6% |
| 17.985033 | 57 | 0.1% |
| Value | Count | Frequency (%) |
| 18.49551 | 2 | < 0.1% |
| 18.46832 | 422 | 0.8% |
| 18.46446 | 825 | |
| 18.459699 | 976 | |
| 18.455183 | 58 | 0.1% |
| 18.452553 | 806 | |
| 18.451159 | 210 | 0.4% |
| 18.450002 | 1698 | |
| 18.448452 | 144 | 0.3% |
| 18.445328 | 260 | 0.5% |
lng
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 130 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -66.071101 |
| Minimum | -67.227022 |
|---|---|
| Maximum | -64.682933 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 49701 |
| Negative (%) | 100.0% |
| Memory size | 388.4 KiB |
Quantile statistics
| Minimum | -67.227022 |
|---|---|
| 5-th percentile | -66.932911 |
| Q1 | -66.252183 |
| median | -66.088042 |
| Q3 | -66.038888 |
| 95-th percentile | -64.880695 |
| Maximum | -64.682933 |
| Range | 2.544089 |
| Interquartile range (IQR) | 0.213295 |
Descriptive statistics
| Standard deviation | 0.5549347 |
|---|---|
| Coefficient of variation (CV) | -0.0083990532 |
| Kurtosis | 0.64683447 |
| Mean | -66.071101 |
| Median Absolute Deviation (MAD) | 0.141865 |
| Skewness | 0.69316908 |
| Sum | -3283799.8 |
| Variance | 0.30795252 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -66.932911 | 2498 | 5.0% |
| -66.050105 | 2110 | 4.2% |
| -66.088555 | 1987 | 4.0% |
| -66.051545 | 1896 | 3.8% |
| -66.042656 | 1698 | 3.4% |
| -66.050602 | 1596 | 3.2% |
| -66.170419 | 1473 | 3.0% |
| -66.088042 | 1390 | 2.8% |
| -66.253789 | 1307 | 2.6% |
| -64.923479 | 1268 | 2.6% |
| Other values (120) | 32478 |
| Value | Count | Frequency (%) |
| -67.227022 | 19 | < 0.1% |
| -67.175597 | 63 | 0.1% |
| -67.153993 | 292 | |
| -67.153897 | 36 | 0.1% |
| -67.132502 | 9 | < 0.1% |
| -67.125135 | 164 | |
| -67.119887 | 58 | 0.1% |
| -67.116199 | 401 | |
| -67.098671 | 2 | < 0.1% |
| -67.079574 | 25 | 0.1% |
| Value | Count | Frequency (%) |
| -64.682933 | 50 | 0.1% |
| -64.68657 | 138 | 0.3% |
| -64.736533 | 23 | < 0.1% |
| -64.745932 | 18 | < 0.1% |
| -64.750099 | 1228 | |
| -64.77076 | 372 | 0.7% |
| -64.78672 | 17 | < 0.1% |
| -64.807852 | 492 | 1.0% |
| -64.880695 | 1094 | |
| -64.923479 | 1268 |
age_of_credit
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.292328 |
| Minimum | 0 |
|---|---|
| Maximum | 66 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 194.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 11 |
| median | 14 |
| Q3 | 19 |
| 95-th percentile | 29 |
| Maximum | 66 |
| Range | 66 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.1153725 |
|---|---|
| Coefficient of variation (CV) | 0.46529034 |
| Kurtosis | 2.0635803 |
| Mean | 15.292328 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.1580392 |
| Sum | 760044 |
| Variance | 50.628526 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 3774 | 7.6% |
| 12 | 3763 | 7.6% |
| 11 | 3540 | 7.1% |
| 14 | 3520 | 7.1% |
| 15 | 2999 | 6.0% |
| 10 | 2852 | 5.7% |
| 16 | 2611 | 5.3% |
| 17 | 2307 | 4.6% |
| 9 | 2234 | 4.5% |
| 18 | 2079 | 4.2% |
| Other values (53) | 20022 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 5 | < 0.1% |
| 2 | 17 | < 0.1% |
| 3 | 235 | 0.5% |
| 4 | 666 | 1.3% |
| 5 | 1055 | |
| 6 | 1390 | |
| 7 | 1786 | |
| 8 | 1958 | |
| 9 | 2234 |
| Value | Count | Frequency (%) |
| 66 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 2 | < 0.1% |
| 59 | 1 | < 0.1% |
| 58 | 2 | < 0.1% |
| 57 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 55 | 3 | |
| 54 | 4 | |
| 53 | 5 |
| addr_state | age_of_credit | all_util | annual_inc | collections_12_mths_ex_med | delinq_2yrs | dti | emp_length | grade | home_ownership | il_util | initial_list_status | inq_fi | inq_last_12m | inq_last_6mths | last_pymnt_amnt | lat | lng | loan_amnt | loan_status | max_bal_bc | mths_since_last_delinq | mths_since_last_major_derog | mths_since_last_record | mths_since_rcnt_il | open_acc | open_acc_6m | open_il_12m | open_il_24m | open_il_6m | open_rv_12m | open_rv_24m | pub_rec | purpose | revol_bal | revol_util | sub_grade | term | tot_coll_amt | tot_cur_bal | total_acc | total_bal_il | total_cu_tl | total_rev_hi_lim | verification_status | zip_code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| addr_state | 1.000 | 0.018 | 0.337 | 0.000 | 0.022 | 0.000 | 0.044 | 0.027 | 0.026 | 0.117 | 0.401 | 0.030 | 0.000 | 0.167 | 0.028 | 0.023 | 0.585 | 0.644 | 0.021 | 0.039 | 0.000 | 0.010 | 0.005 | 0.061 | 0.085 | 0.025 | 0.000 | 0.000 | 0.000 | 0.506 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.016 | 0.027 | 0.035 | 0.000 | 0.056 | 0.038 | 0.000 | 0.284 | 0.000 | 0.023 | 0.759 |
| age_of_credit | 0.018 | 1.000 | 0.344 | 0.293 | 0.005 | 0.112 | 0.041 | 0.099 | 0.036 | 0.104 | 0.379 | 0.075 | 0.275 | 0.156 | 0.003 | 0.155 | -0.029 | 0.011 | 0.200 | 0.043 | 0.146 | -0.046 | -0.032 | -0.113 | 0.232 | 0.182 | 0.425 | 0.582 | 0.414 | -0.388 | 0.146 | 0.368 | 0.119 | 0.036 | 0.271 | 0.005 | 0.031 | 0.077 | 0.024 | 0.210 | 0.395 | 0.133 | 0.193 | 0.275 | 0.086 | -0.018 |
| all_util | 0.337 | 0.344 | 1.000 | -0.332 | 1.000 | -0.002 | 0.502 | 0.283 | 0.000 | 0.000 | 0.677 | 0.248 | 0.290 | 0.026 | -0.124 | -0.214 | 0.097 | -0.114 | -0.231 | 1.000 | 0.395 | -0.164 | -0.500 | 1.000 | -0.273 | 0.111 | 0.000 | 0.000 | 0.000 | 0.387 | -0.350 | -0.106 | 0.173 | 0.357 | 0.453 | 0.710 | 0.135 | 0.000 | -0.438 | -0.116 | -0.151 | 0.468 | 0.073 | -0.251 | 0.103 | -0.072 |
| annual_inc | 0.000 | 0.293 | -0.332 | 1.000 | 0.000 | 0.093 | -0.195 | 0.009 | 0.008 | 0.012 | -0.547 | 0.000 | -0.042 | 0.210 | 0.070 | 0.322 | 0.043 | 0.017 | 0.475 | 0.007 | 0.262 | -0.085 | -0.108 | -0.016 | 0.184 | 0.252 | 1.000 | 1.000 | 1.000 | -0.247 | 0.110 | 0.018 | -0.021 | 0.010 | 0.373 | 0.044 | 0.007 | 0.001 | -0.014 | 0.520 | 0.368 | 0.023 | -0.048 | 0.377 | 0.009 | 0.031 |
| collections_12_mths_ex_med | 0.022 | 0.005 | 1.000 | 0.000 | 1.000 | 0.027 | 0.005 | 0.000 | 0.015 | 0.000 | 1.000 | 0.028 | 1.000 | 1.000 | 0.000 | 0.011 | 0.002 | 0.005 | 0.010 | 0.000 | 1.000 | 0.020 | 0.068 | 0.000 | 1.000 | 0.010 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.005 | 0.000 | 0.000 | 0.010 | 0.016 | 0.010 | 0.136 | 0.000 | 0.010 | 1.000 | 1.000 | 0.000 | 0.023 | 0.000 |
| delinq_2yrs | 0.000 | 0.112 | -0.002 | 0.093 | 0.027 | 1.000 | -0.005 | 0.012 | 0.033 | 0.010 | 0.305 | 0.026 | -0.152 | -0.179 | 0.025 | 0.026 | 0.004 | 0.005 | 0.014 | 0.015 | 0.048 | -0.801 | -0.553 | -0.015 | 0.348 | 0.065 | 0.000 | 0.000 | 0.000 | 0.017 | 0.227 | 0.318 | -0.031 | 0.010 | -0.048 | -0.020 | 0.037 | 0.005 | 0.035 | 0.084 | 0.137 | -0.081 | -0.327 | -0.049 | 0.011 | 0.003 |
| dti | 0.044 | 0.041 | 0.502 | -0.195 | 0.005 | -0.005 | 1.000 | 0.018 | 0.073 | 0.018 | 0.379 | 0.062 | 0.280 | 0.125 | 0.002 | 0.009 | -0.069 | 0.015 | 0.058 | 0.114 | 0.128 | 0.003 | 0.027 | 0.064 | -0.023 | 0.326 | 0.440 | 0.671 | 0.464 | 0.434 | 0.075 | 0.199 | -0.042 | 0.071 | 0.263 | 0.209 | 0.063 | 0.068 | -0.024 | 0.090 | 0.228 | 0.528 | 0.449 | 0.115 | 0.111 | -0.063 |
| emp_length | 0.027 | 0.099 | 0.283 | 0.009 | 0.000 | 0.012 | 0.018 | 1.000 | 0.007 | 0.099 | 0.000 | 0.050 | 0.000 | 0.000 | 0.010 | 0.039 | 0.019 | 0.025 | 0.046 | 0.020 | 0.000 | 0.025 | 0.027 | 0.046 | 0.000 | 0.027 | 0.231 | 0.000 | 0.000 | 0.373 | 0.417 | 0.000 | 0.004 | 0.027 | 0.011 | 0.007 | 0.010 | 0.073 | 0.000 | 0.035 | 0.060 | 0.000 | 0.000 | 0.018 | 0.072 | 0.046 |
| grade | 0.026 | 0.036 | 0.000 | 0.008 | 0.015 | 0.033 | 0.073 | 0.007 | 1.000 | 0.048 | 0.000 | 0.041 | 0.000 | 0.189 | 0.081 | 0.092 | 0.009 | 0.009 | 0.107 | 0.227 | 0.000 | 0.022 | 0.024 | 0.074 | 0.298 | 0.028 | 0.000 | 0.506 | 0.000 | 0.000 | 0.279 | 0.000 | 0.016 | 0.082 | 0.014 | 0.121 | 1.000 | 0.482 | 0.015 | 0.050 | 0.028 | 0.172 | 0.323 | 0.071 | 0.150 | 0.021 |
| home_ownership | 0.117 | 0.104 | 0.000 | 0.012 | 0.000 | 0.010 | 0.018 | 0.099 | 0.048 | 1.000 | 0.000 | 0.038 | 0.000 | 0.350 | 0.031 | 0.078 | 0.091 | 0.089 | 0.085 | 0.077 | 0.148 | 0.021 | 0.000 | 0.056 | 0.000 | 0.073 | 0.000 | 0.000 | 0.386 | 0.266 | 0.000 | 0.132 | 0.000 | 0.087 | 0.042 | 0.015 | 0.053 | 0.096 | 0.000 | 0.177 | 0.112 | 0.173 | 0.100 | 0.055 | 0.065 | 0.159 |
| il_util | 0.401 | 0.379 | 0.677 | -0.547 | 1.000 | 0.305 | 0.379 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.207 | 0.030 | -0.019 | -0.046 | -0.258 | -0.079 | -0.050 | 1.000 | 0.142 | -0.564 | -0.533 | 1.000 | -0.209 | 0.412 | 0.276 | 0.000 | 0.000 | 0.215 | 0.118 | 0.351 | 0.282 | 0.000 | 0.135 | 0.133 | 0.213 | 0.000 | -0.574 | -0.044 | 0.175 | 0.377 | 0.099 | 0.007 | 0.298 | -0.381 |
| initial_list_status | 0.030 | 0.075 | 0.248 | 0.000 | 0.028 | 0.026 | 0.062 | 0.050 | 0.041 | 0.038 | 0.000 | 1.000 | 0.000 | 0.000 | 0.030 | 0.194 | 0.017 | 0.022 | 0.080 | 0.018 | 0.000 | 0.011 | 0.025 | 0.162 | 0.000 | 0.076 | 0.000 | 0.000 | 0.566 | 0.000 | 0.326 | 0.000 | 0.029 | 0.093 | 0.007 | 0.023 | 0.055 | 0.087 | 0.010 | 0.020 | 0.076 | 0.184 | 0.447 | 0.035 | 0.078 | 0.038 |
| inq_fi | 0.000 | 0.275 | 0.290 | -0.042 | 1.000 | -0.152 | 0.280 | 0.000 | 0.000 | 0.000 | 0.207 | 0.000 | 1.000 | 0.477 | 0.154 | -0.096 | 0.007 | -0.307 | -0.113 | 1.000 | -0.370 | -0.073 | -0.381 | 1.000 | -0.305 | -0.105 | 0.517 | 0.500 | 0.391 | 0.041 | 0.022 | 0.175 | -0.182 | 0.000 | -0.263 | 0.222 | 0.000 | 0.000 | -0.157 | 0.005 | -0.159 | 0.348 | 0.223 | -0.570 | 0.000 | -0.357 |
| inq_last_12m | 0.167 | 0.156 | 0.026 | 0.210 | 1.000 | -0.179 | 0.125 | 0.000 | 0.189 | 0.350 | 0.030 | 0.000 | 0.477 | 1.000 | 0.694 | 0.095 | 0.055 | -0.479 | 0.097 | 1.000 | -0.094 | 0.353 | 0.113 | 1.000 | 0.101 | 0.227 | 0.000 | 0.000 | 0.000 | -0.149 | 0.459 | 0.516 | 0.253 | 0.000 | -0.262 | 0.106 | 0.000 | 0.692 | -0.031 | 0.005 | 0.210 | 0.058 | 0.063 | -0.469 | 0.000 | 0.152 |
| inq_last_6mths | 0.028 | 0.003 | -0.124 | 0.070 | 0.000 | 0.025 | 0.002 | 0.010 | 0.081 | 0.031 | -0.019 | 0.030 | 0.154 | 0.694 | 1.000 | -0.020 | -0.052 | -0.042 | -0.012 | 0.054 | -0.301 | -0.002 | -0.002 | -0.120 | 0.041 | 0.112 | 0.241 | 0.686 | 0.000 | 0.134 | 0.493 | 0.466 | 0.047 | 0.056 | -0.045 | -0.088 | 0.090 | 0.028 | 0.023 | 0.067 | 0.136 | 0.090 | 0.405 | 0.010 | 0.048 | -0.075 |
| last_pymnt_amnt | 0.023 | 0.155 | -0.214 | 0.322 | 0.011 | 0.026 | 0.009 | 0.039 | 0.092 | 0.078 | -0.046 | 0.194 | -0.096 | 0.095 | -0.020 | 1.000 | -0.004 | 0.031 | 0.502 | 0.483 | 0.197 | -0.004 | -0.009 | 0.005 | -0.014 | 0.154 | 0.000 | 0.000 | 0.195 | -0.030 | 0.174 | 0.087 | 0.029 | 0.058 | 0.210 | -0.016 | 0.079 | 0.388 | -0.011 | 0.251 | 0.206 | 0.038 | 0.132 | 0.255 | 0.180 | 0.010 |
| lat | 0.585 | -0.029 | 0.097 | 0.043 | 0.002 | 0.004 | -0.069 | 0.019 | 0.009 | 0.091 | -0.258 | 0.017 | 0.007 | 0.055 | -0.052 | -0.004 | 1.000 | 0.044 | 0.011 | 0.016 | 0.109 | -0.008 | -0.026 | -0.052 | 0.388 | -0.040 | 0.172 | 0.447 | 0.307 | -0.023 | -0.247 | -0.102 | -0.010 | 0.020 | 0.001 | 0.008 | 0.013 | 0.014 | -0.063 | -0.062 | -0.084 | 0.033 | -0.056 | 0.000 | 0.021 | 0.547 |
| lng | 0.644 | 0.011 | -0.114 | 0.017 | 0.005 | 0.005 | 0.015 | 0.025 | 0.009 | 0.089 | -0.079 | 0.022 | -0.307 | -0.479 | -0.042 | 0.031 | 0.044 | 1.000 | 0.012 | 0.028 | 0.243 | -0.007 | -0.031 | 0.012 | 0.012 | 0.001 | 0.188 | 0.259 | 0.364 | 0.316 | -0.141 | -0.156 | 0.016 | 0.020 | 0.001 | 0.016 | 0.010 | 0.024 | 0.004 | 0.046 | 0.006 | 0.313 | 0.138 | -0.018 | 0.022 | 0.285 |
| loan_amnt | 0.021 | 0.200 | -0.231 | 0.475 | 0.010 | 0.014 | 0.058 | 0.046 | 0.107 | 0.085 | -0.050 | 0.080 | -0.113 | 0.097 | -0.012 | 0.502 | 0.011 | 0.012 | 1.000 | 0.051 | 0.191 | -0.035 | -0.064 | 0.095 | 0.001 | 0.222 | 0.000 | 0.000 | 0.130 | -0.022 | 0.191 | 0.096 | -0.080 | 0.106 | 0.456 | 0.097 | 0.095 | 0.413 | -0.062 | 0.324 | 0.245 | 0.041 | 0.137 | 0.437 | 0.265 | 0.004 |
| loan_status | 0.039 | 0.043 | 1.000 | 0.007 | 0.000 | 0.015 | 0.114 | 0.020 | 0.227 | 0.077 | 1.000 | 0.018 | 1.000 | 1.000 | 0.054 | 0.483 | 0.016 | 0.028 | 0.051 | 1.000 | 1.000 | 0.021 | 0.012 | 0.115 | 1.000 | 0.013 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.004 | 0.065 | 0.007 | 0.046 | 0.232 | 0.133 | 0.008 | 0.082 | 0.041 | 1.000 | 1.000 | 0.043 | 0.060 | 0.053 |
| max_bal_bc | 0.000 | 0.146 | 0.395 | 0.262 | 1.000 | 0.048 | 0.128 | 0.000 | 0.000 | 0.148 | 0.142 | 0.000 | -0.370 | -0.094 | -0.301 | 0.197 | 0.109 | 0.243 | 0.191 | 1.000 | 1.000 | -0.091 | 0.167 | -1.000 | 0.327 | 0.090 | 0.000 | 0.000 | 0.000 | -0.093 | -0.300 | -0.184 | 0.173 | 0.000 | 0.818 | 0.498 | 0.093 | 0.000 | 0.077 | 0.027 | 0.072 | 0.045 | -0.178 | 0.436 | 0.000 | 0.321 |
| mths_since_last_delinq | 0.010 | -0.046 | -0.164 | -0.085 | 0.020 | -0.801 | 0.003 | 0.025 | 0.022 | 0.021 | -0.564 | 0.011 | -0.073 | 0.353 | -0.002 | -0.004 | -0.008 | -0.007 | -0.035 | 0.021 | -0.091 | 1.000 | 0.733 | -0.002 | -0.032 | -0.044 | 0.000 | 0.000 | 0.000 | -0.226 | 0.089 | -0.059 | 0.112 | 0.005 | -0.018 | 0.018 | 0.010 | 0.000 | 0.054 | -0.112 | -0.060 | -0.164 | 0.467 | -0.043 | 0.000 | -0.002 |
| mths_since_last_major_derog | 0.005 | -0.032 | -0.500 | -0.108 | 0.068 | -0.553 | 0.027 | 0.027 | 0.024 | 0.000 | -0.533 | 0.025 | -0.381 | 0.113 | -0.002 | -0.009 | -0.026 | -0.031 | -0.064 | 0.012 | 0.167 | 0.733 | 1.000 | 0.085 | 0.059 | 0.005 | 0.000 | 0.000 | 0.000 | -0.147 | 0.051 | -0.251 | 0.155 | 0.000 | -0.045 | -0.032 | 0.000 | 0.000 | 0.091 | -0.094 | -0.074 | -0.200 | 0.261 | -0.037 | 0.024 | -0.053 |
| mths_since_last_record | 0.061 | -0.113 | 1.000 | -0.016 | 0.000 | -0.015 | 0.064 | 0.046 | 0.074 | 0.056 | 1.000 | 0.162 | 1.000 | 1.000 | -0.120 | 0.005 | -0.052 | 0.012 | 0.095 | 0.115 | -1.000 | -0.002 | 0.085 | 1.000 | NaN | 0.014 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -0.093 | 0.048 | 0.216 | 0.150 | 0.076 | 0.095 | -0.062 | 0.105 | -0.273 | 1.000 | 1.000 | 0.145 | 0.222 | -0.075 |
| mths_since_rcnt_il | 0.085 | 0.232 | -0.273 | 0.184 | 1.000 | 0.348 | -0.023 | 0.000 | 0.298 | 0.000 | -0.209 | 0.000 | -0.305 | 0.101 | 0.041 | -0.014 | 0.388 | 0.012 | 0.001 | 1.000 | 0.327 | -0.032 | 0.059 | NaN | 1.000 | 0.367 | 0.000 | 0.000 | 0.278 | -0.397 | 0.241 | 0.333 | -0.116 | 0.373 | 0.461 | 0.105 | 0.000 | 0.000 | 0.170 | 0.232 | 0.367 | -0.078 | -0.101 | 0.376 | 0.000 | 0.342 |
| open_acc | 0.025 | 0.182 | 0.111 | 0.252 | 0.010 | 0.065 | 0.326 | 0.027 | 0.028 | 0.073 | 0.412 | 0.076 | -0.105 | 0.227 | 0.112 | 0.154 | -0.040 | 0.001 | 0.222 | 0.013 | 0.090 | -0.044 | 0.005 | 0.014 | 0.367 | 1.000 | 0.144 | 0.270 | 0.000 | 0.189 | 0.548 | 0.682 | -0.010 | 0.050 | 0.364 | -0.115 | 0.034 | 0.069 | 0.034 | 0.325 | 0.661 | 0.227 | 0.182 | 0.471 | 0.063 | -0.067 |
| open_acc_6m | 0.000 | 0.425 | 0.000 | 1.000 | 1.000 | 0.000 | 0.440 | 0.231 | 0.000 | 0.000 | 0.276 | 0.000 | 0.517 | 0.000 | 0.241 | 0.000 | 0.172 | 0.188 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.144 | 1.000 | 0.517 | 0.372 | 0.146 | 0.465 | 0.413 | 1.000 | 0.000 | 1.000 | 0.000 | 0.238 | 0.000 | 1.000 | 0.000 | 0.000 | 0.160 | 0.396 | 0.084 | 0.370 | 0.000 |
| open_il_12m | 0.000 | 0.582 | 0.000 | 1.000 | 1.000 | 0.000 | 0.671 | 0.000 | 0.506 | 0.000 | 0.000 | 0.000 | 0.500 | 0.000 | 0.686 | 0.000 | 0.447 | 0.259 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.270 | 0.517 | 1.000 | 0.580 | 0.000 | 0.624 | 0.461 | 1.000 | 0.000 | 1.000 | 0.000 | 0.154 | 0.000 | 1.000 | 0.000 | 0.226 | 0.302 | 0.702 | 0.096 | 0.000 | 0.000 |
| open_il_24m | 0.000 | 0.414 | 0.000 | 1.000 | 1.000 | 0.000 | 0.464 | 0.000 | 0.000 | 0.386 | 0.000 | 0.566 | 0.391 | 0.000 | 0.000 | 0.195 | 0.307 | 0.364 | 0.130 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.278 | 0.000 | 0.372 | 0.580 | 1.000 | 0.000 | 0.332 | 0.380 | 1.000 | 0.221 | 1.000 | 0.000 | 0.000 | 0.074 | 1.000 | 0.000 | 0.000 | 0.000 | 0.540 | 0.000 | 0.000 | 0.277 |
| open_il_6m | 0.506 | -0.388 | 0.387 | -0.247 | 1.000 | 0.017 | 0.434 | 0.373 | 0.000 | 0.266 | 0.215 | 0.000 | 0.041 | -0.149 | 0.134 | -0.030 | -0.023 | 0.316 | -0.022 | 1.000 | -0.093 | -0.226 | -0.147 | 1.000 | -0.397 | 0.189 | 0.146 | 0.000 | 0.000 | 1.000 | -0.130 | -0.216 | -0.089 | 0.000 | -0.081 | -0.036 | 0.333 | 0.882 | -0.374 | -0.084 | -0.032 | 0.642 | 0.128 | -0.026 | 0.000 | -0.210 |
| open_rv_12m | 0.000 | 0.146 | -0.350 | 0.110 | 1.000 | 0.227 | 0.075 | 0.417 | 0.279 | 0.000 | 0.118 | 0.326 | 0.022 | 0.459 | 0.493 | 0.174 | -0.247 | -0.141 | 0.191 | 1.000 | -0.300 | 0.089 | 0.051 | 1.000 | 0.241 | 0.548 | 0.465 | 0.624 | 0.332 | -0.130 | 1.000 | 0.894 | 0.029 | 0.000 | -0.350 | -0.437 | 0.000 | 0.000 | -0.075 | -0.121 | 0.467 | -0.028 | -0.018 | -0.110 | 0.000 | -0.177 |
| open_rv_24m | 0.000 | 0.368 | -0.106 | 0.018 | 1.000 | 0.318 | 0.199 | 0.000 | 0.000 | 0.132 | 0.351 | 0.000 | 0.175 | 0.516 | 0.466 | 0.087 | -0.102 | -0.156 | 0.096 | 1.000 | -0.184 | -0.059 | -0.251 | 1.000 | 0.333 | 0.682 | 0.413 | 0.461 | 0.380 | -0.216 | 0.894 | 1.000 | 0.029 | 0.000 | -0.155 | -0.215 | 0.000 | 0.000 | -0.286 | 0.088 | 0.541 | 0.069 | 0.054 | -0.133 | 0.000 | -0.125 |
| pub_rec | 0.000 | 0.119 | 0.173 | -0.021 | 0.005 | -0.031 | -0.042 | 0.004 | 0.016 | 0.000 | 0.282 | 0.029 | -0.182 | 0.253 | 0.047 | 0.029 | -0.010 | 0.016 | -0.080 | 0.004 | 0.173 | 0.112 | 0.155 | -0.093 | -0.116 | -0.010 | 1.000 | 1.000 | 1.000 | -0.089 | 0.029 | 0.029 | 1.000 | 0.000 | -0.186 | -0.077 | 0.012 | 0.000 | 0.088 | -0.108 | 0.050 | -0.173 | 0.015 | -0.205 | 0.035 | 0.016 |
| purpose | 0.020 | 0.036 | 0.357 | 0.010 | 0.000 | 0.010 | 0.071 | 0.027 | 0.082 | 0.087 | 0.000 | 0.093 | 0.000 | 0.000 | 0.056 | 0.058 | 0.020 | 0.020 | 0.106 | 0.065 | 0.000 | 0.005 | 0.000 | 0.048 | 0.373 | 0.050 | 0.000 | 0.000 | 0.221 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.020 | 0.029 | 0.060 | 0.084 | 0.000 | 0.040 | 0.042 | 0.000 | 0.000 | 0.027 | 0.070 | 0.029 |
| revol_bal | 0.000 | 0.271 | 0.453 | 0.373 | 0.000 | -0.048 | 0.263 | 0.011 | 0.014 | 0.042 | 0.135 | 0.007 | -0.263 | -0.262 | -0.045 | 0.210 | 0.001 | 0.001 | 0.456 | 0.007 | 0.818 | -0.018 | -0.045 | 0.216 | 0.461 | 0.364 | 1.000 | 1.000 | 1.000 | -0.081 | -0.350 | -0.155 | -0.186 | 0.020 | 1.000 | 0.423 | 0.018 | 0.018 | -0.142 | 0.376 | 0.294 | 0.171 | -0.118 | 0.763 | 0.035 | -0.017 |
| revol_util | 0.016 | 0.005 | 0.710 | 0.044 | 0.010 | -0.020 | 0.209 | 0.007 | 0.121 | 0.015 | 0.133 | 0.023 | 0.222 | 0.106 | -0.088 | -0.016 | 0.008 | 0.016 | 0.097 | 0.046 | 0.498 | 0.018 | -0.032 | 0.150 | 0.105 | -0.115 | 0.000 | 0.000 | 0.000 | -0.036 | -0.437 | -0.215 | -0.077 | 0.029 | 0.423 | 1.000 | 0.122 | 0.016 | -0.103 | 0.086 | -0.093 | 0.161 | -0.122 | -0.172 | 0.028 | 0.025 |
| sub_grade | 0.027 | 0.031 | 0.135 | 0.007 | 0.016 | 0.037 | 0.063 | 0.010 | 1.000 | 0.053 | 0.213 | 0.055 | 0.000 | 0.000 | 0.090 | 0.079 | 0.013 | 0.010 | 0.095 | 0.232 | 0.093 | 0.010 | 0.000 | 0.076 | 0.000 | 0.034 | 0.238 | 0.154 | 0.000 | 0.333 | 0.000 | 0.000 | 0.012 | 0.060 | 0.018 | 0.122 | 1.000 | 0.496 | 0.021 | 0.051 | 0.027 | 0.383 | 0.380 | 0.066 | 0.158 | 0.012 |
| term | 0.035 | 0.077 | 0.000 | 0.001 | 0.010 | 0.005 | 0.068 | 0.073 | 0.482 | 0.096 | 0.000 | 0.087 | 0.000 | 0.692 | 0.028 | 0.388 | 0.014 | 0.024 | 0.413 | 0.133 | 0.000 | 0.000 | 0.000 | 0.095 | 0.000 | 0.069 | 0.000 | 0.000 | 0.074 | 0.882 | 0.000 | 0.000 | 0.000 | 0.084 | 0.018 | 0.016 | 0.496 | 1.000 | 0.011 | 0.096 | 0.093 | 0.000 | 0.000 | 0.035 | 0.274 | 0.054 |
| tot_coll_amt | 0.000 | 0.024 | -0.438 | -0.014 | 0.136 | 0.035 | -0.024 | 0.000 | 0.015 | 0.000 | -0.574 | 0.010 | -0.157 | -0.031 | 0.023 | -0.011 | -0.063 | 0.004 | -0.062 | 0.008 | 0.077 | 0.054 | 0.091 | -0.062 | 0.170 | 0.034 | 1.000 | 1.000 | 1.000 | -0.374 | -0.075 | -0.286 | 0.088 | 0.000 | -0.142 | -0.103 | 0.021 | 0.011 | 1.000 | -0.023 | 0.041 | -0.469 | -0.063 | -0.107 | 0.000 | -0.062 |
| tot_cur_bal | 0.056 | 0.210 | -0.116 | 0.520 | 0.000 | 0.084 | 0.090 | 0.035 | 0.050 | 0.177 | -0.044 | 0.020 | 0.005 | 0.005 | 0.067 | 0.251 | -0.062 | 0.046 | 0.324 | 0.082 | 0.027 | -0.112 | -0.094 | 0.105 | 0.232 | 0.325 | 0.000 | 0.000 | 0.000 | -0.084 | -0.121 | 0.088 | -0.108 | 0.040 | 0.376 | 0.086 | 0.051 | 0.096 | -0.023 | 1.000 | 0.384 | 0.202 | 0.199 | 0.355 | 0.083 | -0.028 |
| total_acc | 0.038 | 0.395 | -0.151 | 0.368 | 0.010 | 0.137 | 0.228 | 0.060 | 0.028 | 0.112 | 0.175 | 0.076 | -0.159 | 0.210 | 0.136 | 0.206 | -0.084 | 0.006 | 0.245 | 0.041 | 0.072 | -0.060 | -0.074 | -0.273 | 0.367 | 0.661 | 0.000 | 0.226 | 0.000 | -0.032 | 0.467 | 0.541 | 0.050 | 0.042 | 0.294 | -0.093 | 0.027 | 0.093 | 0.041 | 0.384 | 1.000 | 0.081 | 0.328 | 0.356 | 0.088 | -0.086 |
| total_bal_il | 0.000 | 0.133 | 0.468 | 0.023 | 1.000 | -0.081 | 0.528 | 0.000 | 0.172 | 0.173 | 0.377 | 0.184 | 0.348 | 0.058 | 0.090 | 0.038 | 0.033 | 0.313 | 0.041 | 1.000 | 0.045 | -0.164 | -0.200 | 1.000 | -0.078 | 0.227 | 0.160 | 0.302 | 0.000 | 0.642 | -0.028 | 0.069 | -0.173 | 0.000 | 0.171 | 0.161 | 0.383 | 0.000 | -0.469 | 0.202 | 0.081 | 1.000 | 0.392 | 0.185 | 0.159 | -0.318 |
| total_cu_tl | 0.284 | 0.193 | 0.073 | -0.048 | 1.000 | -0.327 | 0.449 | 0.000 | 0.323 | 0.100 | 0.099 | 0.447 | 0.223 | 0.063 | 0.405 | 0.132 | -0.056 | 0.138 | 0.137 | 1.000 | -0.178 | 0.467 | 0.261 | 1.000 | -0.101 | 0.182 | 0.396 | 0.702 | 0.540 | 0.128 | -0.018 | 0.054 | 0.015 | 0.000 | -0.118 | -0.122 | 0.380 | 0.000 | -0.063 | 0.199 | 0.328 | 0.392 | 1.000 | -0.027 | 0.448 | -0.389 |
| total_rev_hi_lim | 0.000 | 0.275 | -0.251 | 0.377 | 0.000 | -0.049 | 0.115 | 0.018 | 0.071 | 0.055 | 0.007 | 0.035 | -0.570 | -0.469 | 0.010 | 0.255 | 0.000 | -0.018 | 0.437 | 0.043 | 0.436 | -0.043 | -0.037 | 0.145 | 0.376 | 0.471 | 0.084 | 0.096 | 0.000 | -0.026 | -0.110 | -0.133 | -0.205 | 0.027 | 0.763 | -0.172 | 0.066 | 0.035 | -0.107 | 0.355 | 0.356 | 0.185 | -0.027 | 1.000 | 0.050 | -0.038 |
| verification_status | 0.023 | 0.086 | 0.103 | 0.009 | 0.023 | 0.011 | 0.111 | 0.072 | 0.150 | 0.065 | 0.298 | 0.078 | 0.000 | 0.000 | 0.048 | 0.180 | 0.021 | 0.022 | 0.265 | 0.060 | 0.000 | 0.000 | 0.024 | 0.222 | 0.000 | 0.063 | 0.370 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.070 | 0.035 | 0.028 | 0.158 | 0.274 | 0.000 | 0.083 | 0.088 | 0.159 | 0.448 | 0.050 | 1.000 | 0.048 |
| zip_code | 0.759 | -0.018 | -0.072 | 0.031 | 0.000 | 0.003 | -0.063 | 0.046 | 0.021 | 0.159 | -0.381 | 0.038 | -0.357 | 0.152 | -0.075 | 0.010 | 0.547 | 0.285 | 0.004 | 0.053 | 0.321 | -0.002 | -0.053 | -0.075 | 0.342 | -0.067 | 0.000 | 0.000 | 0.277 | -0.210 | -0.177 | -0.125 | 0.016 | 0.029 | -0.017 | 0.025 | 0.012 | 0.054 | -0.062 | -0.028 | -0.086 | -0.318 | -0.389 | -0.038 | 0.048 | 1.000 |
| loan_amnt | term | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | purpose | title | dti | earliest_cr_line | open_acc | pub_rec | revol_bal | revol_util | total_acc | initial_list_status | application_type | zip_code | addr_state | delinq_2yrs | inq_last_6mths | last_pymnt_amnt | collections_12_mths_ex_med | mths_since_last_delinq | mths_since_last_major_derog | mths_since_last_record | open_acc_6m | open_il_6m | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | tot_coll_amt | tot_cur_bal | lat | lng | age_of_credit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2400.0 | 36 months | C | C5 | NaN | 10+ years | RENT | 12252.00 | Not Verified | 2011-12-01 | non defaulter | small_business | real estate business | 8.72 | 2001-11-01 | 2.0 | 0.0 | 2956.0 | 98.5 | 10.0 | f | INDIVIDUAL | 606 | IL | 0.0 | 2.0 | 649.91 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.158345 | -66.932911 | 10 |
| 1 | 10000.0 | 36 months | C | C1 | AIR RESOURCES BOARD | 10+ years | RENT | 49200.00 | Source Verified | 2011-12-01 | non defaulter | other | personel | 20.00 | 1996-02-01 | 10.0 | 0.0 | 5598.0 | 21.0 | 37.0 | f | INDIVIDUAL | 917 | CA | 0.0 | 1.0 | 357.48 | 0.0 | 35.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.420674 | -66.050105 | 15 |
| 2 | 12000.0 | 36 months | B | B5 | UCLA | 10+ years | OWN | 75000.00 | Source Verified | 2011-12-01 | non defaulter | debt_consolidation | Consolidation | 10.78 | 1989-10-01 | 12.0 | 0.0 | 23336.0 | 67.1 | 34.0 | f | INDIVIDUAL | 913 | CA | 0.0 | 0.0 | 6315.30 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.450002 | -66.042656 | 22 |
| 3 | 3000.0 | 36 months | B | B1 | Target | 3 years | RENT | 15000.00 | Source Verified | 2011-12-01 | non defaulter | credit_card | citicard fund | 12.56 | 2003-07-01 | 11.0 | 0.0 | 7323.0 | 43.1 | 11.0 | f | INDIVIDUAL | 606 | IL | 0.0 | 2.0 | 102.43 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.158345 | -66.932911 | 8 |
| 4 | 10000.0 | 36 months | B | B2 | SFMTA | 3 years | RENT | 100000.00 | Source Verified | 2011-12-01 | defaulter | other | Other Loan | 7.06 | 1991-05-01 | 14.0 | 0.0 | 11997.0 | 55.5 | 29.0 | f | INDIVIDUAL | 951 | CA | 0.0 | 2.0 | 325.74 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.427530 | -66.253789 | 20 |
| 5 | 1000.0 | 36 months | D | D1 | Internal revenue Service | < 1 year | RENT | 28000.00 | Not Verified | 2011-12-01 | non defaulter | debt_consolidation | Debt Consolidation Loan | 20.31 | 2007-09-01 | 11.0 | 0.0 | 6524.0 | 81.5 | 23.0 | f | INDIVIDUAL | 641 | MO | 0.0 | 1.0 | 36.32 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.263085 | -66.712985 | 4 |
| 6 | 10000.0 | 36 months | C | C4 | Chin's Restaurant | 4 years | RENT | 42000.00 | Not Verified | 2011-12-01 | non defaulter | home_improvement | Home | 18.60 | 1998-10-01 | 14.0 | 0.0 | 24043.0 | 70.2 | 28.0 | f | INDIVIDUAL | 921 | CA | 0.0 | 2.0 | 370.46 | 0.0 | 61.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.392282 | -66.088555 | 13 |
| 7 | 9200.0 | 36 months | A | A1 | Network Interpreting Service | 6 years | RENT | 77385.19 | Not Verified | 2011-12-01 | non defaulter | debt_consolidation | lowerratemeanseasiertogetoutofdebt! | 9.86 | 2001-01-01 | 8.0 | 0.0 | 7314.0 | 23.1 | 28.0 | f | INDIVIDUAL | 921 | CA | 0.0 | 0.0 | 8061.10 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.392282 | -66.088555 | 10 |
| 8 | 10000.0 | 36 months | B | B3 | Wells Fargo Bank | 5 years | RENT | 50000.00 | Not Verified | 2011-12-01 | non defaulter | debt_consolidation | Debt Consolidation | 16.01 | 2003-04-01 | 6.0 | 0.0 | 17800.0 | 91.8 | 17.0 | f | INDIVIDUAL | 917 | CA | 0.0 | 0.0 | 4942.63 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.420674 | -66.050105 | 8 |
| 9 | 7000.0 | 36 months | C | C5 | GREG BARRETT DRYWALL | 7 years | RENT | 34000.00 | Source Verified | 2011-12-01 | non defaulter | credit_card | Credit Card Loan | 6.35 | 2007-10-01 | 6.0 | 0.0 | 6113.0 | 60.5 | 6.0 | f | INDIVIDUAL | 934 | CA | 0.0 | 1.0 | 260.74 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.411313 | -66.124234 | 4 |
| loan_amnt | term | grade | sub_grade | emp_title | emp_length | home_ownership | annual_inc | verification_status | issue_d | loan_status | purpose | title | dti | earliest_cr_line | open_acc | pub_rec | revol_bal | revol_util | total_acc | initial_list_status | application_type | zip_code | addr_state | delinq_2yrs | inq_last_6mths | last_pymnt_amnt | collections_12_mths_ex_med | mths_since_last_delinq | mths_since_last_major_derog | mths_since_last_record | open_acc_6m | open_il_6m | open_il_12m | open_il_24m | mths_since_rcnt_il | total_bal_il | il_util | open_rv_12m | open_rv_24m | max_bal_bc | all_util | total_rev_hi_lim | inq_fi | total_cu_tl | inq_last_12m | tot_coll_amt | tot_cur_bal | lat | lng | age_of_credit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 49691 | 8000.0 | 36 months | C | C1 | Repair Tech | < 1 year | RENT | 39000.0 | Verified | 2015-01-01 | non defaulter | other | Other | 15.51 | 2005-10-01 | 13.0 | 0.0 | 7673.0 | 74.5 | 20.0 | f | INDIVIDUAL | 982 | WA | 0.0 | 1.0 | 6376.78 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 10300.0 | NaN | NaN | NaN | 0.0 | 33175.0 | 18.411261 | -65.992045 | 10 |
| 49692 | 5000.0 | 36 months | B | B3 | Qc inspector | 5 years | MORTGAGE | 46000.0 | Verified | 2015-01-01 | non defaulter | credit_card | Credit card refinancing | 8.10 | 2007-02-01 | 11.0 | 0.0 | 106171.0 | 22.0 | 22.0 | f | INDIVIDUAL | 917 | CA | 0.0 | 0.0 | 4310.11 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 148400.0 | NaN | NaN | NaN | 2242.0 | 243255.0 | 18.420674 | -66.050105 | 8 |
| 49693 | 2000.0 | 36 months | A | A5 | medical biller | 8 years | MORTGAGE | 31000.0 | Source Verified | 2015-01-01 | non defaulter | credit_card | Credit card refinancing | 8.45 | 2004-11-01 | 13.0 | 0.0 | 4043.0 | 16.9 | 48.0 | w | INDIVIDUAL | 918 | CA | 0.0 | 1.0 | 1785.69 | 1.0 | 62.0 | 62.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 23900.0 | NaN | NaN | NaN | 4151.0 | 4043.0 | 18.421022 | -66.065789 | 11 |
| 49694 | 35000.0 | 36 months | B | B1 | Manager | 1 year | OWN | 185000.0 | Verified | 2015-01-01 | defaulter | credit_card | Credit card refinancing | 8.72 | 1995-01-01 | 10.0 | 5.0 | 6341.0 | 77.3 | 28.0 | f | INDIVIDUAL | 926 | CA | 0.0 | 0.0 | 1107.63 | 0.0 | 37.0 | 47.0 | 45.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 63200.0 | NaN | NaN | NaN | 1043.0 | 835947.0 | 18.345400 | -66.051545 | 20 |
| 49695 | 26850.0 | 60 months | G | G2 | Operations Admin | 10+ years | MORTGAGE | 82500.0 | Verified | 2015-01-01 | non defaulter | debt_consolidation | Debt consolidation | 20.33 | 2004-01-01 | 18.0 | 0.0 | 16963.0 | 47.3 | 25.0 | f | INDIVIDUAL | 907 | CA | 0.0 | 2.0 | 25224.42 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 35900.0 | NaN | NaN | NaN | 0.0 | 465998.0 | 18.452553 | -66.077838 | 11 |
| 49696 | 15000.0 | 60 months | C | C1 | Merchandiser | 3 years | MORTGAGE | 45000.0 | Not Verified | 2015-01-01 | non defaulter | credit_card | Credit card refinancing | 31.44 | 1995-06-01 | 14.0 | 0.0 | 14249.0 | 75.8 | 34.0 | f | INDIVIDUAL | 740 | OK | 4.0 | 1.0 | 15103.25 | 0.0 | 5.0 | 12.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18800.0 | NaN | NaN | NaN | 0.0 | 87729.0 | 18.331178 | -65.634104 | 20 |
| 49697 | 30000.0 | 36 months | C | C5 | Teacher | 10+ years | MORTGAGE | 84000.0 | Verified | 2015-01-01 | non defaulter | debt_consolidation | Debt consolidation | 16.54 | 2003-07-01 | 15.0 | 0.0 | 30246.0 | 70.2 | 45.0 | f | INDIVIDUAL | 920 | CA | 0.0 | 1.0 | 140.76 | 0.0 | 62.0 | 62.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 43100.0 | NaN | NaN | NaN | 0.0 | 302480.0 | 18.414292 | -66.088042 | 12 |
| 49698 | 12000.0 | 36 months | B | B5 | utility Pre-Craft Trainee | 1 year | RENT | 65000.0 | Source Verified | 2015-01-01 | non defaulter | debt_consolidation | Debt consolidation | 8.49 | 1993-09-01 | 14.0 | 0.0 | 12987.0 | 44.6 | 25.0 | f | INDIVIDUAL | 907 | CA | 0.0 | 1.0 | 9178.83 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 29100.0 | NaN | NaN | NaN | 0.0 | 19865.0 | 18.452553 | -66.077838 | 22 |
| 49699 | 12825.0 | 36 months | D | D4 | Sales Associate | 6 years | MORTGAGE | 38000.0 | Not Verified | 2015-01-01 | non defaulter | debt_consolidation | Debt consolidation | 9.03 | 2006-06-01 | 8.0 | 0.0 | 11878.0 | 70.7 | 24.0 | f | INDIVIDUAL | 786 | TX | 0.0 | 0.0 | 12170.64 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 16800.0 | NaN | NaN | NaN | 0.0 | 131124.0 | 18.155424 | -66.229907 | 9 |
| 49700 | 4000.0 | 36 months | B | B1 | Lead Custodian | 10+ years | MORTGAGE | 50000.0 | Verified | 2015-01-01 | non defaulter | car | Car financing | 12.63 | 2002-09-01 | 11.0 | 1.0 | 1700.0 | 5.6 | 30.0 | f | INDIVIDUAL | 956 | CA | 0.0 | 0.0 | 3655.51 | 0.0 | NaN | NaN | 84.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 30100.0 | NaN | NaN | NaN | 0.0 | 18979.0 | 18.321137 | -66.170419 | 13 |